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Recommendation frequency of code PTMs
<div>Code PTMs recommendation frequency on the constructed code embedding dataset and <div>the real-world scenarios</div> </div>
Recommendation frequency of code PTMs
<p>The recommendation frequency of each code PTM in the constructed code embedding dataset and the real application scenario.</p>
FIGURE 5 in Recommendations For Monitoring Avian Populations With Point Counts: A Case Study In Southeastern Brazil
FIGURE 5: Monthly counts of rare (sightings ≤ 5 for the entire year) species comparing endemic and non-endemic species show that these rare species may be seen in any month of the year. Months are separated by dry and wet seasons.
FIGURE 4 in Recommendations For Monitoring Avian Populations With Point Counts: A Case Study In Southeastern Brazil
FIGURE 4: Comparisons of species richness (A) and abundance (C) by time of day (morning – AM, and afternoon – PM), and separated by endemic and nonendemic species richness (B) and abundance (D) as the difference between AM and PM during 2006 show that more species and individuals were recorded on morning counts. Months begin in April to clearly separate the dry from the wet season. Error bars represent 95% confidence interval.
PLATE 5. 39 in The state of systematics of North American Baetis Leach, 1815 (Ephemeroptera: Baetidae), with recommendations for identification of larvae
PLATE 5. 39. Baetis adonis, gill (unknown locality), 40. Baetis magnus, gill 3 (USA: AZ: Pima Co.), 41. Baetis piscatoris complex, gill 3 (USA: WA: Lewis Co.), 42. Baetis bundyae, gill 4 (CAN: SK), 43. Baetis piscatoris complex (piscatoris?), gill (USA: CA: Sonoma Co.), 44. Baetis piscatoris complex (palisadi?), gill (USA: CA: Sonoma Co.), 45. Baetis brunneicolor, gills (CAN: SK), 46, 47. Baetis tricaudatus, 46, left mandible, 47, right mandible (USA: CO: Gilpin Co.: South Boulder Creek. Topotype), 48, 49. Baetis piscatoris complex (palisadi?), 48, left mandible, 49, incisors of right mandible (USA: CA: Sonoma Co.), 50. Baetis piscatoris complex, left mandible (USA: WA: Lewis Co.)
PLATE 2. 8–10 in The state of systematics of North American Baetis Leach, 1815 (Ephemeroptera: Baetidae), with recommendations for identification of larvae
PLATE 2. 8–10. Baetis flavistriga complex (USA: WA: Cowlitz Co.); 8., dorsal habitus; 9., abdominal terga; 10. lateral habitus, 11. Baetis flavistriga complex, habitus (CAN: ON: South Saugeen R.), 12. Baetis phoebus, habitus (USA: CO: Boulder Co.: BOLD sampleID: BIOUG00639-G03, image copyright BY-NC-SA Centre for Biodiversity Genomics), 13. Baetis notos, habitus (USA: AZ: Deadhorse Ranch State Park: BOLD sampleID: BIOUG00637-C08, image copyright BY-NC-SA Centre for Biodiversity Genomics, modified), 14. Baetis intercalaris complex, habitus (USA: IN: Martin Co.: BOLD sampleID: BIOUG00639-D05, image copyright BY-NC-SA Centre for Biodiversity Genomics), 15. Baetis intercalaris complex, habitus (CAN: ON: South Saugeen R.), 16. Baetis interclaris complex, abdominal terga (CAN: SK)
PLATE 4. 30. Baetis piscatoris complex, abdominal tergum 4 in The state of systematics of North American Baetis Leach, 1815 (Ephemeroptera: Baetidae), with recommendations for identification of larvae
PLATE 4. 30. Baetis piscatoris complex, abdominal tergum 4 (USA: WA: Lewis Co.), 31. Baetis tricaudatus complex, abdominal sternum 9, paraprocts; arrow indicates robust setae (CAN: SK), 32. Baetis bicaudatus complex, apical abdominal segments (USA: MT: Glacier National Park), 33. Baetis tricaudatus complex, pedicel (CAN: SK), 34. Baetis flavistriga complex, femur (CAN: SK), 35, 36. Baetis flavistriga complex, femora (USA: WA: Cowlitz Co.) 37. Baetis tricaudatus, outer margin of tibia with long and short robust setae (USA: CO: Gilpin Co.: South Boulder Creek. Topotype), 38. Baetis piscatoris complex, outer margin of tibia with minute robust setae (USA: WA: Lewis Co.)
PLATE 3. 17 in The state of systematics of North American Baetis Leach, 1815 (Ephemeroptera: Baetidae), with recommendations for identification of larvae
PLATE 3. 17. Baetis bundyae, labial palp (CAN: SK), 18. Baetis alius, labial palp (USA: WA: Pierce Co.), 19. Baetis flavistriga complex, labial palp (USA: WA: Cowlitz Co.), 20. Baetis flavistriga complex, labial palp (USA: MT: Powell Co.), 21. Baetis notos, labial palp (USA: NM: Cantron Co.: Gila R. Topotype), 22. Baetis tricaudatus complex, labial palp (CAN: SK), 23. Baetis tricaudatus, labial palp (USA: CO: Gilpin Co.: South Boulder Creek. Topotype), 24. Baetis piscatoris complex (piscatoris?), labial palp (USA: CA: Sonoma Co.), 25. Baetis magnus, labial palp (USA: AZ: Pima Co.), 26. Baetis adonis, labial palp (unknown locality), 27. Baetis piscatoris complex (palisadi?), labium (USA: CA: Sonoma Co.), 28. Baetis tricaudatus, labrum (USA: CO: Gilpin Co.: South Boulder Creek. Topotype), 29. Baetis alius, labrum (USA:WA:Pierce Co.)
PLATE 6. 51 in The state of systematics of North American Baetis Leach, 1815 (Ephemeroptera: Baetidae), with recommendations for identification of larvae
PLATE 6. 51. Baetis tricaudatus complex, pronotum, with dark submedian markings indicated (unknown locality), 52. Baetis brunneicolor, pronotum (USA: MN), 53. Baetis flavistriga complex, pronotum (unknown locality), 54. Baetis piscatoris complex, pronotum (USA: WA: Lewis Co.)
PLATE 1. 1 in The state of systematics of North American Baetis Leach, 1815 (Ephemeroptera: Baetidae), with recommendations for identification of larvae
PLATE 1. 1. Baetis alius, habitus (USA:WA:Pierce Co.), 2a. Baetis piscatoris complex, habitus (USA: WA: Lewis Co.), 2b. Baetis tricaudatus complex, habitus (USA: WA: Lewis Co.), 3. Baetis piscatoris complex, habitus (USA: WA: Lewis Co.), 4. Baetis bicaudatus complex, habitus (USA: MT: Glacier National Park), 5. Baetis magnus, habitus (USA: AZ: Pima Co.), 6. Baetis bundyae, habitus (CAN: SK), 7. Baetis piscatoris complex (persecutus?), habitus (CAN: AB: Waterton National Park: BOLD sampleID: BIOUG00637-A12, image copyright BY-NC-SA Centre for Biodiversity Genomics)
Patients' experiences of coping with Idiopathic Pulmonary Fibrosis (IPF) and their recommendations for its clinical management
<p>Transcripts of patient interviews.</p>
FIGURE 3. Potential euglenophyte flagship species. A. Colacium epiphyticum. B. Trachelomonas hemisphaerica. C. Colacium minimum. D. Trachelomonas argentinensis. E. Trachelomonas magdaleniana. F. Phacus plicatus. G in African Trachelomonas saccasii found in a European mesotrophic pond (Czech Republic). Implication for euglenoid biogeography and recommendations for euglenoid flagship species
FIGURE 3. Potential euglenophyte flagship species. A. Colacium epiphyticum. B. Trachelomonas hemisphaerica. C. Colacium minimum. D. Trachelomonas argentinensis. E. Trachelomonas magdaleniana. F. Phacus plicatus. G. Lepocinclis crassicollis. Size ratio is not retained.
FIGURE 2 in African Trachelomonas saccasii found in a European mesotrophic pond (Czech Republic). Implication for euglenoid biogeography and recommendations for euglenoid flagship species
FIGURE 2. Visualization of Trachelomonas saccasii lorica using scanning electron microscopy. A. Lorica contain irregularly distributed pores. B. Detailed view of the lorica surface structure with several granules (indicated by arrows). C. Detailed view of the apical pore with a thickened edge (indicated by arrow).
FIGURE 1 in African Trachelomonas saccasii found in a European mesotrophic pond (Czech Republic). Implication for euglenoid biogeography and recommendations for euglenoid flagship species
FIGURE 1. Trachelomonas saccasii observed by light optical microscopy. A, B. General view of the lorica with thickening around the apical pore (marked with arrows) and several chloroplasts (some marked "Ch"). C. Lorica surface structure with irregularly distributed pores.
Top 250 IMDb Movies Dataset for Recommendation Systems
<p>Dataset obtenido en la práctica 1 de la asignatura "Tipología y ciclo de vida de los datos", del Máster en ciencia de datos de la UOC. Ha sido obtenido por Ignacio Gimeno Alonso y Morad Kharraz Senhaji.</p> <p>Los datos de este dataset han sido extraídos de la lista de las 250 películas mejor valoradas presente en la web de IMDb (https://www.imdb.com/chart/top/?ref_=nv_mv_250)</p> <p>El dataset contiene los siguientes campos:</p> <p>· ranking: Puesto de la película en la lista de las 250 mejor valoradas.</p> <p>· nombre: Título de la versión española de la película.</p> <p>· enlace: Página web de la película en <a href="http://www.imdb.com">www.imdb.com</a>.</p> <p>· ano_lanz: Año de estreno de la película.</p> <p>· duración: Duración de la película, en horas y minutos.</p> <p>· edad: Clasificación de edad. Puede estar en distintos formatos, según el año de estreno y el país de producción (18, A, apta para mayores,...).</p> <p>· rating: Puntuación media dada por los usuarios de IMDb, de 0 a 10.</p> <p>· num_votos: Cantidad de valoraciones que ha recibido la película.</p> <p>· titulo_original: Título original de la película. Si está vacío, significa que el título original coincide con el título en la versión española.</p> <p>· sinopsis: Resumen de la película en español. Es un resumen corto, de unas pocas frases.</p> <p>· genero: géneros en los que se engloba la película, en inglés.</p> <p>· direccion: Director o directores de la película.</p> <p>· guionistas: Guionistas de la película.</p> <p>· elenco: Actores / actrices principales de la película.</p> <p>Los datos contenidos en el dataset están referidos a películas desde 1921 hasta 2024, pero las valoraciones están referidas al momento de recolección de los datos (octubre-noviembre de 2024).</p> <p> </p>
Evidence shortfalls in the recommendations and guidance underpinning ecological mitigation for infrastructure developments
<p>1. In the UK and European Union, legal protection of species from the impacts of infrastructure development depends upon a number of ecological mitigation and compensation (EMC) measures to moderate the conflict between development and conservation. However, the scientific evidence supporting their effectiveness has not yet been comprehensively assessed.</p> <p>2. This study compiled the measures used in practice, identified and explored the guidance that informed them and, using the Conservation Evidence database, evaluated the empirical evidence for their effectiveness.</p> <p>3. In a sample of 50 UK housing applications, we identified the recommendation of 446 measures in total, comprising 65 different mitigation measures relating to eight taxa. Although most (56%) measures were justified by citing published guidance, exploration of the literature underpinning this guidance revealed that empirical evaluations of EMC measure effectiveness accounted for less than 10% of referenced texts. Citation network analysis also identified circular referencing across bat, amphibian and reptile EMC guidance. Comparison with Conservation Evidence synopses showed that over half of measures recommended in ecological reports had not been empirically evaluated, with only 13 measures assessed as beneficial.</p> <p>4. As such, most EMC measures recommended in practice are not evidence-based. The limited reference to empirical evidence in published guidance, as well as the circular referencing, suggests potential 'evidence complacency', in which evidence is not sought to inform recommendations. In addition, limited evidence availability indicates a thematic gap between conservation research and mitigation practice. More broadly, absence of evidence on the effectiveness of EMC measures calls into question the ability of current practice to compensate for the impact of development on protected species, thus highlighting the need to strengthen requirements for impact avoidance. Given the recent political drive to invest in infrastructure expansion, high-quality, context-specific evidence is urgently needed to inform decision-making in infrastructure development.</p>
Figure 6 in Natural history of a South African insect pollinator assemblage (Insecta: Coleoptera, Diptera, Hymenoptera, Lepidoptera): diagnostic notes, food web analysis and conservation recommendations
Figure 6. Adults of species of Cetoniinae (Coleoptera: Scarabaeidae) from the Skukuza Ranger District, Kruger National Park, Republic of South Africa. (a) Amazula suavis; (b) Dischista cincta; (c) Dischista rufa; (d) Discopeltis bellula; (e) Leucocelisa methystina; (f) Leucocelis vitticollis; (g) Mausoleopsis amabilis; (h–j) three colour forms of Clinteroides permutans; (k) Pachnoda sinuata flaviventris (l) Pedinorrhina trivittata; (m) Rhabdotis albinigra; (n, o) two colour forms of Phoxomela umbrosa; (p) Phoxomeloides laticincta. Photos by A.P. Marais.
Figure 7 in Natural history of a South African insect pollinator assemblage (Insecta: Coleoptera, Diptera, Hymenoptera, Lepidoptera): diagnostic notes, food web analysis and conservation recommendations
Figure 7. Adults of species of Cetoniinae (Coleoptera: Scarabaeidae) on flowers in the Skukuza Ranger District, Kruger National Park, Republic of South Africa.(a) Pedinorrhina trivittata on flowers of Peltophorum africanum; (b) Leucocelis amethystina on flowers of Acacia nilotica; (c) Leucocelis vitticollis on flowers of Peltophorum africanum; (d) Mausoleopsis amabilis on flowers of Peltophorum africanum; (e) Amazula suavis on flowers of Terminalia sericea; (f) Rhabdotis albinigra on flowers of Flueggea virosa; (g) Phoxomela umbrosa on flowers of Dalbergia melanoxylon: (h) Dischista cincta on flowers of Flueggea virosa.
Figure 3 in Natural history of a South African insect pollinator assemblage (Insecta: Coleoptera, Diptera, Hymenoptera, Lepidoptera): diagnostic notes, food web analysis and conservation recommendations
Figure 3. Our sampling activities included visual inspection of flowering trees and shrubs, and photographic documentation of insect pollinators and floral visitors (left image), as well as insect specimen voucher collection (right image).
Figure 13 in Natural history of a South African insect pollinator assemblage (Insecta: Coleoptera, Diptera, Hymenoptera, Lepidoptera): diagnostic notes, food web analysis and conservation recommendations
Figure 13. Plant-pollinator food web diagram for trees and shrubs that flower during the early rainy season in the Skukuza Ranger District, Kruger National Park, Republic of South Africa. The diagram links the known or likely pollinator species (right-hand side of diagram) with their associated plant species (left-hand side of diagram). Connectance values (defined as the number of observed interactions for a species, divided by the number of possible interactions for that species) for individual plant species ranged between 0.06 and 0.46, with an average connectance value across all plant species of 0.19 (standard deviation of 0.13). Connectance values for individual pollinator species ranged between 0.04 and 0.67, with an average connectance value across all pollinator species of 0.20 (standard deviation of 0.17).
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.