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6,157 results for “knowledge”
Fig. 30 in Further additions to the knowledge of Strumigenys (Formicidae: Myrmicinae) within South East Asia, with the descriptions of 20 new species
Fig. 30. New species records of Strumigenys Smith, 1860 in full-face, profile and dorsal views. A–C. Worker of S. membranifera Emery, 1869 from Vietnam (NN-S56-sp01). D–F. Worker of S. minutula Terayama & Kubota, 1989 from Hainan, mainland China (HNA-01641). G–I. Worker of S. mitis (Brown, 2000) from Hainan, mainland China (HNA-00275).
Fig. 1. Seta shape terminologies. 1. Fine. 2–3. Stout and truncated. 4–5. Plank-like. 6–7. Acicular. 8. Narrowly elliptic. 9. Elliptic. 10. Linear. 11 in Further additions to the knowledge of Strumigenys (Formicidae: Myrmicinae) within South East Asia, with the descriptions of 20 new species
Fig. 1. Seta shape terminologies. 1. Fine. 2–3. Stout and truncated. 4–5. Plank-like. 6–7. Acicular. 8. Narrowly elliptic. 9. Elliptic. 10. Linear. 11. Short linear or short subspatulate. 12–13. Subspatulate. 14–15. Spatulate. 16–17. Oblanceolate. 18–19. Small obovate. 20. Large obovate. 21. Suborbicular / orbicular. 22. Orbicular. 23. Remiform. 24. Remiform / narrowly claviform (red arrow). 25–26. Claviform. 27. Shoehorn-shaped. 28. Spoon-shaped.
Code and Source Data for "Knowledge-Guided Machine Learning can improve C cycle quantification in agroecosystems"
<p>Datasets for code and Source Data for the study "Knowledge-Guided Machine Learning can improve C cycle quantification in agroecosystems" https://doi.org/10.1038/s41467-023-43860-5. All files belong to Licheng Liu and Zhenong Jin at University of Minnesota. deposit_code_v2.zip contains packaged codes and sample runs for KGML-ag-Carbon training, validation and implementations. Source Data.zip contains data for generating the figures inside the study. </p> <p>Note: We used Pytorch 1.6.0 (<a href="https://pytorch.org/get-started/previous-versions/">https://pytorch.org/get-started/previous-versions/</a>, last access: 21 Oct 2023) and Python 3.7.11 (<a href="https://www.python.org/downloads/release/python-3711/">https://www.python.org/downloads/release/python-3711/</a>, last access: 21 Oct 2023) as the programming environment for model development. Statistical analysis, such as linear regression, was conducted using Statsmodels 0.14.0 (<a href="https://github.com/statsmodels/statsmodels/">https://github.com/statsmodels/statsmodels/</a>, last access: 21 Oct 2023) In order to use a GPU to speed-up the training process, we installed the CUDA Toolkit 10.1.243 (<a href="https://developer.nvidia.com/cuda-toolkit">https://developer.nvidia.com/cuda-toolkit</a>, last access: 21 Oct 2023). </p> <p><strong>To use the full kgml_lib function, please create a new environment with the same python and libs above.</strong></p>
Expanding the chemical space using a Chemical Reaction Knowledge Graph
<p>This contains:</p><ul><li>the reaction graph dataset used to train the link prediction model</li></ul><p>Homepage: https://github.com/MolecularAI/reaction-graph-link-prediction</p>
Figs 140-145 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 140-145: male genital segment, sternite of the same, aedeagus of Atopolinus leigong nov.sp (140-142); tergite, sternite of the male genital segment, aedeagus of Atopolinus guiheshang nov.sp. (143-145) (bar scale: 0,1 mm).
Figs 108-115 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 108-115: aedeagus (bar scale: 0,5 mm) of Atopolinus hanmi nov.sp. (108); male genital segment, sternite of the same, aedeagus (bar scale: 0,1 mm) of Atopolinus xizang nov.sp. (109- 111); sixth visible abdominal tergite and sternite, tergite and sternite of the male genital segment of Atopolinus tangi nov.sp. (112-115).
Figs 39-46 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 39-46: sixth visible abdominal sternite, tergite and sternite of the male genital segment, aedeagus (bar scale: 0,1 mm) of Metolinus manfei nov.sp. (39-42); sixth visible abdominal sternite, tergite and sternite of the male genital segment, aedeagus (bar scale: 0,1 mm) of Metolinus nabanhe nov.sp. (43-46).
Figs 134-139 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 134-139: male genital segment, sternite of the same, aedeagus of Atopolinus subruber nov.sp. (134-136); tergite, sternite of the male genital segment, aedeagus of Atopolinus longwang nov.sp. (137-139) (bar scale: 0,1 mm).
Figs 35-38 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 35-38: forebody (bar scale: 1 mm), labrum of Achmonia submontana nov.sp. (35-36); head and pronotum (bar scale: 1 mm), labrum of Achmonia submontana nov.sp. (35-36); forebody (bar scale: 1mm), labrum of Oculolabrus qiqi nov.sp. (37-38).
Figs 129-133 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 129-133: sixth visible abdominal tergite and sternite, male genital segment, sternite of the same, aedeagus (bar scale: 0,1 mm) of Atopolinus sinuatus nov.sp.
Figs 1-7 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 1-7: tergite, sternite of the male genital segment, aedeagus of Pachycorynus helvus nov.sp. (1- 3) (bar scale: 0,1 mm); head and pronoum (bar scale: 1 mm), labrum, tergite, sternite of the male genital segment of Thyreocephalus macrophallus nov.sp. (4-7).
Figs 19-24 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 19-24: head and pronoum (bar scale: 1 mm), labrum, tergite, sternite of the male genital segment, aedeagus (bar scale: 0,5 mm) with particular of the scales of Achmonia yunnana nov.sp.
Figs 85-94 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 85-94: maxillary palpus, labial palpus, tergite, sternite of the male genital segment, aedeagus (bar scale: 0,5 mm) with particular of the scales of Sinichella nov.gen. chengkou nov.sp. (85-90); sixth visible abdominal tergite and sternite, male genital segment, sternite of the same of Emathidis humerosa (BERNHAUER) (91-94).
Figs 63-72 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 63-72: tergite, sternite of the male genital segment, aedeagus (bar scale: 0,1 mm), paramere in lateral view of Gyrohypnus qinghai nov.sp. (63-66); sixth visible abdominal tergite and sternite, tergite and sternite of the male genital segment, aedeagus (bar scale: 0,1 mm), with particular of the scales of Hypnogyra henanica nov.sp. (67-72).
Figs 121-128 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 121-128: posterior margin of the sixth visible abdominal tergite, male genital segment, sternite of the same, aedeagus (bar scale: 0,1 mm) of Atopolinus heiwadi nov.sp. (121-124); sixth visible abdominal tergite and sternite, male genital segment, sternite of the same of Atopolinus ovaliceps (SCHEERPELTZ) (125-128).
Figs 101-107 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 101-107: posterior margin of the sixth visible abdominal tergite, male genital segment, sternite of the same, aedeagus (bar scale: 0,5 mm) of Indomorphus yunnanus BORDONI (101-104); sixth visible abdominal tergite, tergite and sternite of the male genital segment of Atopolinus hanmi nov.sp. (105-107).
Figs 95-100 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 95-100: aedeagus (bar scale: 0,1 mm) of Emathidis humerosa (BERNHAUER) (95); sixth visible abdominal tergite and sternite, tergite and sternite of the male genital segment, aedeagus (bar scale: 0,5 mm) of Indomorphus spinosus nov.sp. (96-100).
Figs 116-120 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 116-120: aedeagus (bar scale: 0,1 mm) of Atopolinus tangi nov.sp. (116-117); male genital segment, sternite of the same, aedeagus (bar scale: 0,5 mm) of Atopolinus microtergalis nov.sp. (118-120).
Figs 56-62 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 56-62: tergite, sternite of the male genital segment, aedeagus (bar scale: 0,1 mm) of Talliella sinica nov.sp. (56-58); male genital segment, sternite of the same, aedeagus (bar scal: 0,1 mm) and particular of the scales of Indolinus leigong nov.sp. (59-62).
Figs 13-18 in New data on the Xantholinini from China. 24. New genus, new species and new records of the Shanghai Normal University collection (Coleoptera, Staphylinidae) 244° contribution to the knowledge of the Staphylinidae
Figs 13-18: aedeagus of Thyreocephalus depressus nov.sp (13) (bar scale: 0,5 mm); head and pronoum (bar scale: 1 mm), labrum, tergite, sternite of the male genital segment, aedeagus (bar scale: 0,5 mm) of Thyreocephalus pseudolorquini nov.sp. (14-18).
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.