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.
4,325
datasets available to search
ShareScore release 0.9.0
Dataset results
4,325 results for “real”
FIGURE 5 in The real Devario browni from the Irrawaddy River basin, and the new Devario ahlanderi from the Salween River basin in Myanmar (Teleostei: Cyprinidae: Danioninae)
FIGURE 5. Devario cf. browni, all from P.R. China,Yunnan, Salween River basin. A, ZMUYU 874064, adult male, 60.5 mm SL: Canguyan County: Nangun River. B. ZMYU 80650, young female 42.1 mm SL; Gengma County: Qingshui River. C, ZMYU 80650, young female, 49.9 mm SL, right side, reversed: Gengma County: Qingshui River. D, ZMYU, young female, 50.0 mm SL; Canguyan County: Nangun River; E, ZMYU 80650, young female, 42.7 mm SL; Gengma County: Qingshui River.
FIGURE 6. Devario ahlanderi, subadult paratypes. A, 42.0 in The real Devario browni from the Irrawaddy River basin, and the new Devario ahlanderi from the Salween River basin in Myanmar (Teleostei: Cyprinidae: Danioninae)
FIGURE 6. Devario ahlanderi, subadult paratypes. A, 42.0 mm SL; B, 36.9 mm SL; both from Myanmar, Shan State, small stream running under Naung Pic bridge near Naung Pic Village, on the way from Kak-ku to Taunggyi.
FIGURE 3. Devario browni. A, NRM 36393 in The real Devario browni from the Irrawaddy River basin, and the new Devario ahlanderi from the Salween River basin in Myanmar (Teleostei: Cyprinidae: Danioninae)
FIGURE 3. Devario browni. A, NRM 36393, adult male, 62.1 mm SL, reversed; B, adult female, 58.3 mm SL, reversed; C, young male, 44.9 mm SL, reversed; D, young male, 49.5 mm SL; E, NRM 36361, young male 49.7 mm SL. All from Myanmar, Shan State, Irrawaddy River basin, Lawe Pyat stream, on Road Lashio–Tigyaing.
FIGURE 1 in The real Devario browni from the Irrawaddy River basin, and the new Devario ahlanderi from the Salween River basin in Myanmar (Teleostei: Cyprinidae: Danioninae)
FIGURE 1. Map of sampling sites of Devario ahlanderi, D. browni, Devario cf. browni, and D. kysonensis.
FIGURE 4 in The real Devario browni from the Irrawaddy River basin, and the new Devario ahlanderi from the Salween River basin in Myanmar (Teleostei: Cyprinidae: Danioninae)
FIGURE 4. Devario ahlanderi. All from Myanmar, Shan State, Salween River basin. A, holotype, NRM 57999, adult female, 65.2 mm SL; stream close to Naung Al Village, about 6 miles (9 km) east of Kak-ku. B, paratype, NRM 58062, adult male, 56.9 mm SL, same locality as holotype; C, paratype, NRM 58061, adult female, 55.6 mm SL; small stream running under Naung Pic bridge near Naung Pic Village, on the way from Kak-ku to Taunggyi.
FIGURE. Four endemic taxa of the Bermejense sector: A. Centaurea haenseleri (slopes in the north face of Mountain Cerro del Duque); B. Galium boissieranum (scrublands in the Mountain Sierra del Real); C. Armeria colorata (shady rocks in the north face of Abanto peak); D. Staehelina baetica (thermophilic scrublands in the Mountain Sierra Palmitera). (Photos by authors). in Vascular flora of the Sierra de las Nieves National Park and its surroundings (Andalusia, Spain)
FIGURE. Four endemic taxa of the Bermejense sector: A. Centaurea haenseleri (slopes in the north face of Mountain Cerro del Duque); B. Galium boissieranum (scrublands in the Mountain Sierra del Real); C. Armeria colorata (shady rocks in the north face of Abanto peak); D. Staehelina baetica (thermophilic scrublands in the Mountain Sierra Palmitera). (Photos by authors).
Comparison of Volatile Flavor Compounds in Plant-based and Real Pork Mince by Headspace-Gas Chromatography-Ion Mo-bility Spectrometry (HS-GC-IMS)
<p>Table S1: The peak intensity of VFCs that identified in six raw pork minces by GC-IMS;</p> <p>Table S2: The peak intensity of VFCs that identified in six steamed pork minces by GC-IMS;</p> <p>Table S3: The peak intensity of VFCs that identified in six stir-fried pork minces by GC-IMS.</p>
Virus Finding Tools: current solutions and limitations - Real Datasets
<p>We assessed the behavior of 9 virus-finding tools using real data. We used six datasets from which we took 3 to 5 samples. In each dataset, at least one virus was present. Confirmation of the virus was performed by RNA-seq for some samples. In the other datasets, the virus was experimentally added to the cellular sample. Only the confirmed species was used to test the reliability of the methods, whereas the others were discarded since no experimental validation was available. Each dataset was picked from GEO and downloaded through the ENA Browser.</p> <p>We employed the following datasets: GEO GSE74949 (Samples: SRR2932830, SRR2932844, SRR2932845, SRR2932846, SRR2932847 - Human Papillomavirus 16), GEO GSE65486 (Samples: SRR1946683, SRR1946684, SRR1946685, SRR1946686, SRR1946687 - Hepatitis B Virus), GEO GSE61141 (Samples: SRR1565938, SRR1565939, SRR1565940, SRR1565941, SRR1565942 - Human Rhinovirus 16), GEO GSE59717 (Samples: SRR1523654, SRR1523655, SRR1523656, SRR1523657, SRR1523668 - Human alphaherpesvirus 1), GEO GSE148729 (Samples: SRR11550056, SRR11550033 - Severe Acute Respiratory Syndrome Coronavirus 2), GEO GSE84346 (Samples: SRR3898707, SRR3898708, SRR3898709 - Hepatitis C virus), ENA PRJNA257197 (Samples: SRR1553464 - Zaire Ebolavirus)</p> <p>The tools employed in our benchmarking are VirusFinder, VirusSeq, VirTect, viGEN, VirDetect, DAMIAN, Metamap, Kraken2, Centrifuge. DAMIAN could not be used for single-ended samples (GEO GSE84346).</p> <p>For each sample, we provide a ".tar.bz2" archive. Inside each archive, there is one folder for each analysis, as described in our manuscript. Due to large file size, FASTQ and intermediate analysis files are not included.</p>
Entrevista a Darío Villanueva, miembro y exdirector de la Real Academia Española
<p>Entrevista realizada a Darío Villanueva, miembro y exdirector de la Real Academia Española.</p>
Data from: Whistling shares a common tongue with speech: bioacoustics from real-time MRI of the human vocal tract
Most human communication is carried by modulations of the voice. However, a wide range of cultures has developed alternate forms of communication that make use of a whistled sound source. For example, whistling is used as a highly salient signal for capturing attention, can have iconic cultural meanings such as the cat-call, enact a formal code as in boatswain's calls, or stand as a proxy for speech in whistled languages. We used real-time magnetic resonance imaging to examine the muscular control of whistling to describe a strong association between the shape of the tongue and the whistled frequency. This bioacoustic profile parallels the use of the tongue in vowel production. This is consistent with the role of whistled languages as proxies for spoken languages, in which one of the acoustical features of speech sounds are substituted with a frequency modulated whistle. Furthermore, previous evidence that non-human apes may be capable of learning to whistle from humans suggests that these animals may have similar sensorimotor abilities to those that are used to support speech in humans.
Clinical, technical, and implementation characteristics of real-world health applications using FHIR
<p>Fast Healthcare Interoperability Resources (FHIR) has received vast support globally, with a growing number of use cases implemented throughout various healthcare settings. To assess the use of real-world FHIR applications (apps) implemented in practice, we distributed an electronic survey to FHIR developers and implementers. The data includes characteristics of 112 FHIR apps, including health domain, target audience, terminologies, FHIR specifications, implementation details, and types of organizations developing with FHIR. This repository includes the survey dataset and survey codebook.</p>
real time intrusion detection systems
<p>This repository includes data and results in chapter 5 of PhD thesis "A policy compliance detection architecture for data exchange infrastructures"</p>
iMPI – portable human-sized Magnetic Particle Imaging Scanner for real-time endovascular Interventions
<p>Supporting files for manuscript:</p> <p>"<strong><em>i</em></strong><strong>MPI – portable human-sized Magnetic Particle Imaging Scanner for real-time endovascular Interventions"</strong></p>
Automated Verification for Real-Time Systems via Implicit Clocks and an Extended Antimirov Algorithm
<p>This is the artifact for paper</p> <p>"Automated Verification for Real-Time Systems via Implicit Clocks and an Extended Antimirov Algorithm"</p> <p>The latest code can be found in https://github.com/songyahui/Timed_Verification</p> <p>Our benchmark contains three folders:</p> <p>- Validation: We manually annotate TimEffs specifications for a set of synthetic examples (for about 54 programs), to test the main contributions, including: computing effects from symbolic timed programs written in C^t ; and the inclusion checking for TimEffs with the parallel composition, block waiting operator and shared global variables.</p> <p>- Experiment1: For 16 C^t programs, and the annotated temporal specifications are in a 1:1 ratio for succeeded/failed cases. We record the evaluation results in Table 3 in the paper.</p> <p>- Experiment12: comparison with the PAT [16] model checker using real-life Fischer’s mutual exclusion algorithm.</p>
Goelz_Finkel_Kehlbeck_Herschbach_Bauer_Scheib_Deussen_Randerath_AFFORDANCE JUDGEMENTS IN REAL AND VIRTUAL ENVIRONMENTS
<p><strong>Dataset belongs to manuscript:</strong></p> <p><strong>From virtual to real environments when judging action opportunities: Are diagnostics and trainings transferable?</strong></p> <p>Milena S. Gölz<sup>1, 2 </sup>*, Lisa Finkel<sup>1, 2 </sup>*, Rebecca Kehlbeck<sup>3</sup>, Anne Herschbach<sup>1, 2, 4</sup>, Isabel Bauer<sup>1, 2</sup>, Jean P. P. Scheib<sup>1, 2</sup>, Oliver Deussen<sup>3</sup> & Jennifer Randerath<sup>1, 2</sup></p> <p><sup>1</sup> Department of Psychology, University of Konstanz, Konstanz, Germany</p> <p><sup>2</sup> Lurija Institute for Rehabilitation Science and Health Research, Allensbach, Germany</p> <p><sup>3</sup> Department of Computer and Information Science, Centre for the Advanced Study of Collective Behavior, University of Konstanz, Konstanz, Germany</p> <p><sup>4</sup> Department of Psychosomatic Medicine and Psychotherapy, Medical University Hospital Tuebingen, Tuebingen, Germany</p> <p> </p> <p>* Shared first authorship</p>
Mutation Testing of Deep Reinforcement Learning Based on Real Faults
<p>Trained agents to be used in the replication package of the paper "<em>Mutation Testing of Deep Reinforcement Learning Based on Real Faults</em>" accepted to the International Conference on Software Testing (ICST) 2023. The replication package is at https://github.com/FlowSs/RLMutation.</p>
Efficacy of switching from teriparatide to zoledronic acid or denosumab on bone mineral density and bone markers in patients with severe fractured osteoporosis: a real-life study
<p><strong>Abstract</strong></p> <p>Purpose: Osteoporosis is characterized by a loss of bone mass, increased bone fragility and susceptibility to fracture. Sequential treatment with bisphosphonates or denosumab (Dmab) after teriparatide (TPT) discontinuation may represent a valid treatment option, but the optimal sequential treatment strategy is unknown.</p> <p>Methods: This retrospective study enrolled 56 osteopenic/osteoporotic patients with fragility fractures who received 24 months of treatment with TPT followed by 24 months of treatment with zoledronic acid (ZOL) (TPT+ZOL) or Dmab (TPT+Dmab). Clinical features, incident fractures, bone mineral density (BMD) measurements, and bone marker profiles were characterized. Ordinary one-way ANOVA adjusted for multiple testing analyzed the difference between median T-scores at baseline, after 24 months of TPT, and after 2 doses of ZOL or at least 3 doses of Dmab when variables failed the normality test.</p> <p>Results: Twenty-three patients received TPT+ZOL (19 females, 4 males; median [IR] age, 74.3 [66.9, 78.6] years) and 33 patients received TPT+Dmab (31 females, 2 males; mean±SD age, 66.6±11.3 years). Mean lumbar and hip T-scores were significantly higher after sequential treatment with both TPT+ZOL and TPT+Dmab (all p<0.05 vs baseline). In particular, the mean lumbar T-score increased in about 80% of patients by 8.5±58% after ZOL, while after Dmab, the mean lumbar T-score was -9.6±36%. Mean±SD femur neck and hip T-scores increased by 12±13% and 9±31%, respectively, after treatment with ZOL, while the change in femur neck and hip T-scores after Dmab were 5±41% and 27±36%, respectively, No significant between-group differences were identified. Fragility fractures occurred in 3 (13%) patients treated with TPT+ZOL and in 5 (15%) patients treated with TPT+Dmab.</p> <p>Conclusion: Sequential therapy with TPT+ZOL increased bone mineralization at the lumbar level and stabilized bone mineralization at the femoral level. Both ZOL and Dmab are effective sequential treatments after TPT.</p>
Supplemental Video 1 to Vanzella et al paper: A passive, camera-based head-tracking system for real-time, three-dimensional estimation of head position and orientation in rodents
<p>This video shows how the head tracker described in the manuscript "<strong>A passive, camera-based head-tracking system for real-time, three-dimensional estimation of head position and orientation in rodents" </strong>can track in real time the pose of the head of rat engaged in a perceptual discrimination task.</p>
Clay spindle whorl, Alarcos, Ciudad Real
"Clay spindle whorl from the site of Alarcos, Ciudad Real, Castilla-La Mancha, Spain. Iron Age. In the collection of the Ciudad Real Museum. Catalog number DO000462. Processed in Reality Capture from 438 images. Alarcos 88 sector IV, cuadrícula 18 Nº 1766. This work is part of the collaboration agreement signed in 2020 between the Junta de Comunidades de Castilla-La Mancha and Global Digital Heritage for the digitization of the Cultural Heritage of Castilla-La Mancha region. We want to publicly thank the collaboration of the Museum of Ciudad Real, especially by its director José Ignacio de la Torre. Source: Objaverse 1.0 / Sketchfab
Prison Interior (A) Picón (Ciudad Real, Spain)
This model shows one of two prison cells of the town of Picón (Ciudad Real, Spain). Its construction dates from the 16th century, and it is one of the few examples that are preserved in the La Mancha region. This model was created from 16 scans from a FARO Focus X330 laser scanner. These data were aligned and exported in FARO SCENE and the meshing and final processing was in Meshlab and XNormal. The data for this project were collected in 2017 as a joint effort between the University of Castilla-La Mancha (UCLM), the Fondazione Bruno Kessler (FBK) and CVAST at the University of South Florida (USF) under the legal permission of Junta de Comunidades de Castilla-La Mancha (Expte. 16.0834-P1. Sistema de documentación 3D del Patrimonio Cultural de Castilla-La Mancha). The project is now managed by UCLM and Global Digital Heritage (GDH). UCLM project co-Director Dr. Víctor Manuel López-Menchero Bendicho Source: Objaverse 1.0 / Sketchfab
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.