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.
8,175
datasets available to search
ShareScore release 0.9.0
Dataset results
8,175 results for “additive”
DCASE 2022 Challenge Task 2 Additional Training Dataset
<p><strong>Description</strong></p> <p>This dataset is the "additional training dataset" for the <a href="https://dcase.community/challenge2022/task-unsupervised-anomalous-sound-detection-for-machine-condition-monitoring"><strong>DCASE 2022 Challenge Task 2 "Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques</strong>"</a>.</p> <p> </p> <p><strong>Condition of use</strong></p> <p>This dataset was created jointly by <strong>Hitachi, Ltd. </strong>and <strong>NTT Corporation</strong> and is available under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) license.</p> <p> </p> <p><strong>Citation</strong></p> <p>If you use this dataset, please cite all the following three papers. </p> <ul> <li>Kota Dohi, Keisuke Imoto, Noboru Harada, Daisuke Niizumi, Yuma Koizumi, Tomoya Nishida, Harsh Purohit, Takashi Endo, Masaaki Yamamoto, Yohei Kawaguchi, <em>Description and Discussion on DCASE 2022 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques. In arXiv e-prints: 2206.05876, </em>2022. [<a href="https://arxiv.org/abs/2206.05876">URL</a>]</li> <li>Kota Dohi, Tomoya Nishida, Harsh Purohit, Ryo Tanabe, Takashi Endo, Masaaki Yamamoto, Yuki Nikaido, and Yohei Kawaguchi. <em>MIMII DG: sound dataset for malfunctioning industrial machine investigation and inspection for domain generalization task.</em> <em>In arXiv e-prints: 2205.13879</em>, 2022. [<a href="https://arxiv.org/pdf/2205.13879.pdf">URL</a>]</li> <li>Noboru Harada, Daisuke Niizumi, Daiki Takeuchi, Yasunori Ohishi, Masahiro Yasuda, and Shoichiro Saito. <em>ToyADMOS2: another dataset of miniature-machine operating sounds for anomalous sound detection under domain shift conditions.</em> In Proceedings of the 6th Detection and Classification of Acoustic Scenes and Events 2021 Workshop (DCASE2021), 1–5. Barcelona, Spain, November 2021. [<a href="https://dcase.community/documents/workshop2021/proceedings/DCASE2021Workshop_Harada_6.pdf">URL</a>]</li> </ul> <p> </p> <p><strong>Contact</strong></p> <p>If there is any problem, please contact us:</p> <ul> <li>Kota Dohi, <a href="mailto:kota.dohi.gr@hitachi.com">kota.dohi.gr@hitachi.com</a></li> <li>Daisuke Niizumi, <a href="mailto:daisuke.niizumi.dt@hco.ntt.co.jp">daisuke.niizumi.dt@hco.ntt.co.jp</a></li> <li>Yohei Kawaguchi, <a href="mailto:yohei.kawaguchi.xk@hitachi.com">yohei.kawaguchi.xk@hitachi.com</a></li> <li>Keisuke Imoto, <a href="mailto:keisuke.imoto@ieee.org">keisuke.imoto@ieee.org</a></li> </ul>
Additional files for manuscript titled 'The double round-robin population unravels the genetic architecture of grain size in barley'
<p>Additional file 1: Parental allele for barley orthologs of genes controlling grain size in rice</p> <p>Additional file 2: Cross-validation of quantitative trait loci (QTLs) detected for grain size characters in rice</p> <p>Additional file 3: Adjusted entry means of recombinant inbred lines of 45 HvDRR sub-populations</p>
Map 4 in A revision of Palaearctic and Oriental Rugilus. III. Five new species from the Palaearctic region and additional records (Coleoptera: Staphylinidae: Paederinae)
Map 4: Distributions of Rugilus pygmaeus (KRAATZ) (triangles) and R. lucens ASSING (circles), based on examined records.
Figs 38-42 in Six new species and additional records of Lathrobium from the Palaearctic region
Figs 38-42: Lathrobium sexoculatum nov.sp.: (38) forebody; (39) male sternite VII; (40) male sternite VIII; (41) aedeagus in lateral view; (42) apical portion of aedeagus in lateral view. Scale bars: 38: 1.0 mm; 39-41: 0.5 mm; 42: 0.2 mm.
Figs 14-20 in Six new species and additional records of Lathrobium from the Palaearctic region
Figs 14-20: Lathrobium hartmanni nov.sp.: (14) habitus; (15) forebody; (16) male sternite VII; (17) male sternite VIII; (18-19) aedeagus in lateral and in ventral view; (20) female sternite VIII. Scale bars: 14-15: 1.0 mm; 16-20: 0.5 mm.
Map 2 in Six new species and additional records of Lathrobium from the Palaearctic region
Map 2: Type localities of Lathrobium uttaricum nov.sp. (triangle), L. hartmanni nov.sp. (circle), and L. makaluicum nov.sp. (diamond).
Figs 1-7 in Six new species and additional records of Lathrobium from the Palaearctic region
Figs 1-7: Lathrobium bucharense Koch (1-3) and L. bananum nov.sp. (4-7): (1) male sternite VII; (2, 5) male sternite VIII; (3, 6) aedeagus in lateral view (4); forebody; (7) apical portion of aedeagus in lateral view. Scale bars: 3-4, 6: 1.0 mm; 1-2, 5, 7: 0.5 mm.
Spatial Scaling Challenge - Additional Data. COST Action CA17134 SENSECO. Working Group 1
<p>This dataset contains the data additional data provided for the <strong>SPATIAL SCALING CHALLENGE</strong> organized in the framework of the <strong>SENSECO COST Action CA17143</strong> “Optical synergies for spatiotemporal SENsing of Scalable ECOphysiological traits” (<a href="https://www.senseco.eu/">https://www.senseco.eu/</a>), by the <strong>Working Group 1</strong><strong>.</strong> “Closing the scaling gap: from leaf measurements to satellite images” (<a href="https://www.senseco.eu/working-groups/wg1-scaling-gap/">https://www.senseco.eu/working-groups/wg1-scaling-gap/</a>).</p> <p> </p> <p>The main dataset, documentation and scripts of the <strong>SPATIAL SCALING CHALLENGE</strong> must be downloaded from<strong>: <a href="https://doi.org/10.5281/zenodo.6451335">https://doi.org/10.5281/zenodo.6451335</a></strong></p> <p>This additional dataset includes half-hourly time series of down-welling incoming spectral irradiance (W m<sup>-2</sup> µm<sup>-1</sup>) in the visible and near-infrared domains as measured by a field spectroradiometer operating in a nearby ecosystem station. The inclusion of these data in the Spatial Scaling Challenge is at the discretion of the participants. </p> <p> </p> <p>The <strong>SPATIAL SCALING CHALLENGE</strong> aims at gathering the community’s expertise and knowledge to tackle the scaling problems posed by variables of different nature. These experiences will be summarized in a journal article where all the participants are invited to contribute. The exercise is internationally open. Ph.D. students, early career and senior researchers, spin-offs, and companies working in the field of remote sensing of vegetation ecophysiology are welcome to participate.</p> <p> </p> <p><strong>STILL OPEN FOR PARTICIPATION! New deadline 31<sup>st</sup> of October 2022.</strong></p> <p> </p> <p>Follow all the <strong>communications and updates</strong> of the <strong>SPATIAL SCALING CHALLENGE</strong> in the RG site: <strong><a href="https://www.researchgate.net/project/Spatial-Scaling-Challenge-COST-Action-CA17134-SENSECO-Working-Group-1">https://www.researchgate.net/project/Spatial-Scaling-Challenge-COST-Action-CA17134-SENSECO-Working-Group-1</a></strong>.</p> <p> </p> <p> </p>
Figures 9–16. Pompilid wasps and host spiders. 9 in Additional new and unusual host records for Western Hemisphere spider wasps (Hymenoptera: Pompilidae)
Figures 9–16. Pompilid wasps and host spiders. 9) Pepsis martini Vardy, female, with immobilized Diplura nigra (F. O. Pickard- Cambridge) (Dipluridae), adult or subadult female, Cristalino Lodge, Alto Floresta, Mato Grosso State, Brazil. Photograph © Sidnei Dantas. 10) Pepsis plutus Erichson, female, with immobilized Phoneutria fera Perty (Ctenidae), adult or subadult female, Saül, French Guiana. Photograph © Wouter Knaepen. 11) Priocnessus hurdi Dreisbach, female, with immobilized Euagrus?mexicanus (Ausserer) (Euagridae), adult or subadult female, Jantetelco, Morelas State, Mexico. Photograph © Paula Montserrat Crespo Barrera. 12) Priocnemella hexagona (Fox), female, with immobilized Phoneutria?fera Perty (Ctenidae), juvenile, National Forest of Jamari, Rondônia State, Brazil. Photograph © Pedro Paulo Machado Nascimento. 13) Sphictostethus striatulus Roig-Alsina, female, with immobilized?Grammostola sp. (Theraphosidae), juvenile, Altos de Cantillana Reserve, 12 km W Paine, Santiago Metropolitan Region, Chile. Photograph © Bernardo Segura. 14) Herbstellus pachylopus (Kohl), female, with immobilized Lycinus sp. (Nemesiidae), adult or subadult female, La Serena, Elqui Province, Coquimbo Region, Chile. Photograph © Simon Torres. 15) Caliadurgus maculatellus (Taschenberg), female, with immobilized Larinia sp. (Araneidae), adult or subadult female, Punilla, Córdoba Province, Argentina. Photograph © Andrea A. Coccuci. 16) Entypus magnus (Cresson), female, with immobilized Tigrosa georgicola (Walckenaer) (Lycosidae), adult or subadult female, Princeton, Collin County, Texas, USA. Photograph © Manda Bell.
Additional data; Biotechnologically produced chitosans with nonrandom acetylation patterns differ from conventional chitosans in properties and activities
<p>This dataset contains additional data for the research article <em>Biotechnologically produced chitosans with nonrandom acetylation patterns differ from conventional chitosans in properties and activities</em> by Sruthi Sreekumar, Jasper Wattjes, Anna Niehues, Tamara Mengoni, Ana C. Mendes, Edwin R. Morris, Francisco M. Goycoolea, and Bruno M. Moerschbacher.</p> <p>The directory <em>Fig1ab_SuppFig1ab</em> contains data, code, and results of enzymatic mass-spectrometric fingerprinting experiments. The directory <em>cosms</em> contains source code and instructions to create a conda environment in which the code to create Figures 1 A+B and Supplementary Figures 1 A+B can be executed.</p> <p>The directory <em>Fig23456_SuppFig_2567</em> contains Excel Worksheets (.xlsx files) with data underlying Figures 2, 3, 4, 5 and 6, and Supplementary Figures 2, 5, 6 and 7.</p> <p>The directories <em>Fig5b</em> and <em>SuppFig7d</em> contain raw MS data (Bruker .d files) of oligomeric hydrolysis products produced by incubating different chitosans with different chitinolytic enzymes. </p>
Fig. 15 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 15. Neostasina toronegro sp. nov., holotype, ♀ (MCZ 30719). A. Habitus, dorsal view. B. Habitus, ventral view. C. Epigyne, ventral view. D. Vulva, dorsal view. Scale bars: A−B = 2 mm; C−D = 0.5 mm.
Fig. 19 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 19. Distribution map for the genus Neostasina Rheims & Alayón, 2016 (Dominican Republic and Haiti).
Fig. 16 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 16. Neostasina toronegro sp. nov., A−B: holotype, ♀ (MCZ 30719). A. Epigyne, ventral view. B. Vulva, dorsal view. C. Schematic course of internal duct system. Abbreviations: ar = anterior rim; CD = copulatory duct; FD = fertilization duct; GP = glandular projection; LL = lateral lobe; MS = median septum. Scale bars = 0.5 mm.
Fig. 10 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 10. Neostasina maisi sp. nov., A−C: holotype, ♂ (MNHNCu), D−E: paratype, ♀ (MNHNCu). A. Left palp, prolateral view. B. Left palp, ventral view. C. Left palp, retrolateral view. D. Epigyne, ventral view. E. Vulva, dorsal view. Scale bars = 0.5 mm.
Fig. 8. A−C in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 8. A−C. Neostasina demaco sp. nov., holotype, ♀ (MNHNPEJM). A. Epigyne, ventral view. B. Vulva, dorsal view. C. Schematic course of internal duct system. D−F. Neostasina juanita sp. nov., holotype, ♀ (MCZ 30720). D. Epigyne, ventral view. E. Vulva, dorsal view. F. Schematic course of internal duct system. Abbreviations: ar = anterior rim; CD = copulatory duct; FD = fertilization duct; GP = glandular projection; LL = lateral lobe; MS = median septum. Scale bars = 0.5 mm.
Fig. 5 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 5. Neostasina bani sp. nov., A−D: holotype, ♂ (MNHNPEJM), E−F: paratype, ♀ (MNHNPEJM). A. Left palp, prolateral view. B. Left palp, ventral view. C. Left palp, retrolateral view. D. TBE, detail, ventral view. E. Epigyne, dorsal view. F. Vulva, ventral view. G. Schematic course of internal duct system. Abbreviations: ar = anterior rim; C = conductor; CD = copulatory duct; dRTA = dorsal branch of RTA; E = embolus; FD = fertilization duct; GP = glandular projection; LL = lateral lobe; MA = median apophysis; MS = median septum; SP = spermathecae; TBC=tegular projection at base of conductor; TBE = tegular projection at base of embolus; vk = ventral keel; vRTA = ventral branch of RTA; VTA = ventral tibial apophysis. Scale bars = 0.5 mm.
Fig. 11 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 11. Neostasina maisi sp. nov., A−D: holotype, ♂ (MNHNCu), E−F: paratype, ♀ (MNHNCu). A. Left palp, prolateral view. B. Left palp, ventral view. C. Left palp, retrolateral view. D. TBE, detail, ventral view. E. Epigyne, dorsal view. F. Vulva, ventral view. G. Schematic course of internal duct system. Abbreviations: ar = anterior rim; C = conductor; CD = copulatory duct; dRTA = dorsal branch of RTA; E = embolus; FD = fertilization duct; GP = glandular projection; LL = lateral lobe; MA=median apophysis; MS = median septum; pt = tegular protrusion; SP = spermathecae; TBC = tegular projection at base of conductor; TBE = tegular projection at base of embolus; vRTA=ventral branch of RTA; VTA = ventral tibial apophysis. Scale bars = 0.5 mm.
Fig. 4 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 4. Neostasina bani sp. nov., A−C: holotype, ♂ (MNHNPEJM), D−E: paratype, ♀ (MNHNPEJM). A. Left palp, prolateral view. B. Left palp, ventral view. C. Left palp, retrolateral view. D. Epigyne, ventral view. E. Vulva, dorsal view. Scale bars = 0.5 mm.
Fig. 12 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 12. Neostasina paraiso sp. nov., A−B: holotype, ♂ (USNM), C−D: paratype, ♀ (USNM). A. Habitus, dorsal view. B. Habitus, ventral view. C. Habitus, dorsal view. D. Habitus, ventral view. Scale bars = 2 mm.
Fig. 2 in Additions to the genus Neostasina Rheims & Alayón (Araneae: Sparassidae: Sparianthinae)
Fig. 2. Neostasina aceitillar sp. nov., A−B: holotype, ♀ (MNHNPEJM). A. Epigyne, ventral view. B. Vulva, dorsal view. C. Schematic course of internal duct system. Abbreviations: am = anterior margin; ar = anterior rim; CD = copulatory duct; FD = fertilization duct; GP = glandular projection; LL = lateral lobe; MS = median septum. Scale bars = 0.5 mm.
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.