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FIGURE 18 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 18. Mobula mobular (Bonnaterre 1788), Tyre, 16 March 2015, photograph: Ziad Samaha.
FIGURE 19 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 19. Aetomylaeus bovinus (Geoffroy St. Hilaire 1817), Beirut, 17 April 2000.
FIGURE 14 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 14. Oxynotus centrina (Linnaeus 1758), Tripoli, 22 December 2017, AUBM (CH0028).
FIGURE 10. Isurus oxyrinchus Rafinesque 1810 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 10. Isurus oxyrinchus Rafinesque 1810, Tripoli, 24 October 2004, photograph: Nini Wahib
FIGURE 7 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 7. Hexanchus griseus (Bonnaterre 1788), Beirut, September 1973, photograph: Ibrahim Najm.
FIGURE 6 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 6. Heptranchias perlo (Bonnaterre 1788), Tyre, 4 October 2017, photograph: Ziad Samaha.
FIGURE 15 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 15. Pteroplatytrygon violacea (Bonaparte 1832), Tripoli, 27 October 2007, AUBM (CH0017).
FIGURE 4 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 4. Carcharhinus plumbeus (Nardo 1827), Ghazieh, 6 May 2018, photograph: Youssef Jundi.
FIGURE 128 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 128. Fistularia commersonii Rüppell 1838, Tripoli, 18 January 2004.
FIGURE 106. Pteragogus trispilus Randall 2013 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 106. Pteragogus trispilus Randall 2013, Palm Islands, 10 m depth, 11 September 2008.
FIGURE 61 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 61. Lobotes surinamensis (Bloch 1790), Tripoli, 22 February 2017.
FIGURE 90 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 90. Enchelycore anatina (Lowe 1838), Beirut, 12 June 2014.
FIGURE 23. Torpedo marmorata Risso 1810 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 23. Torpedo marmorata Risso 1810, Batroun, 10 December 2008.
FIGURE 20. Pristis pectinata Latham 1794 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 20. Pristis pectinata Latham 1794, Beirut, AUBM (uncat.).
FIGURE 17 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 17. Gymnura altavela (Linnaeus 1758), Beirut, 17 March 2000.
FIGURE 29. Nettastoma melanura Rafinesque 1810 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 29. Nettastoma melanura Rafinesque 1810, Sarafand, 5 June 2018.
FIGURE 24. Squatina aculeata Cuvier 1829 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 24. Squatina aculeata Cuvier 1829, Batroun, 10 February 1999.
FIGURE 116 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 116. Epinephelus fasciatus (Forsskål 1775), Tripoli, 1 February 2011.
FIGURE 69 in The marine ichthyofauna of Lebanon: an annotated checklist, history, biogeography, and conservation status
FIGURE 69. Epinephelus caninus (Valenciennes 1843), Beirut, 2 March 2018.
Data from: Synergetic use of Sentinel-1 and Sentinel-2 for assessments of heathland conservation status
Habitat quality assessments often demand wall-to-wall information about the state of vegetation. Remote sensing can provide this information by capturing optical and structural attributes of plant communities. Although active and passive remote sensing approaches are considered as complementary techniques, they have been rarely combined for conservation mapping. Here, we combined spaceborne multispectral Sentinel-2 and Sentinel-1 SAR data for a remote sensing-based habitat quality assessment of dwarf shrub heathland, which was inspired by nature conservation field guidelines. Therefore, three earlier proposed quality layers representing (1) the coverage of the key dwarf shrub species, (2) stand structural diversity and (3) an index reflecting co-occurring vegetation were mapped via linking in situ data and remote sensing imagery. These layers were combined in an RGB-representation depicting varying stand attributes, which afterwards allowed for a rule-based derivation of pixel-wise habitat quality classes. The links between field observations and remote sensing data reached correlations between 0.70 and 0.94 for modeling the single quality layers. The spatial patterns shown in the quality layers and the map of discrete quality classes were in line with the field observations. The remote sensing based mapping of heathland conservation status showed an overall agreement of 76% with field data. Transferring the approach in time (applying a second set of Sentinel 1 and 2 data) caused a decrease in accuracy to 73%. Our findings suggest that Sentinel-1 SAR contains information about vegetation structure that is complimentary to optical data and therefore relevant for nature conservation. While we think that rule-based approaches for quality assessments offer the possibility for gaining acceptance in both communities applied conservation and remote sensing, there is still need for developing more robust and transferable methods.
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.