cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/2b2-4tr-2er
title: Rapana bezoar (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/762-3yw-7zl
title: Naria helvola (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mm5-kn1-d0w
title: Bursa lamarckii (Deshayes, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gdk-mz5-81h
title: Mutela Scopoli, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4r-d25-kry
title: Truncatella scalaris (Michaud, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xpj-vqr-36h
title: Theodoxus prevostianus (C. Pfeiffer, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/spw-s3a-kqm
title: Scaphander darius Ev. Marcus & Er. Marcus, 1967

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d83-wz9-j1x
title: Odostomia acuta Jeffreys, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pde-1av-yzs
title: Brachidontes exustus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wb6-xt3-9a5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yx6-pha-22b
title: Bursa davidboschi Beu, 1987

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7cr-nr8-t72
title: Alvania cimicoides (Forbes, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7hl-76z-alb
title: Trophonopsis muricata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4p9-p34-g8q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4t8-2kn-p99
title: Mauritia mauritiana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tf3-l2m-h2g
title: Quasimitra solida (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h1x-zaf-qew
title: Mauritia arabica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pnw-8a5-g1e
title: Probata barbadensis (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mzg-y8j-91t
title: Euplica turturina (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tsw-zks-s9t
title: Nucula calcicola D. R. Moore, 1977

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ta-2f8-gvz
title: Truncatella subcylindrica (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hab-1ts-b1f
title: Diodora cayenensis (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/te5-e2j-azh
title: Falsuszafrona pulchella (Blainville, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1xd-hdl-cya
title: Conus reductaspiralis Walls, 1979

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ggb-1as-etn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7sm-mj0-xcb
title: Umbilia hesitata hesitata (Iredale, 1916)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x3d-tyk-ejx
title: Pleuropoma Möllendorff, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mcd-atq-a8g
title: Pustularia cicercula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cq6-rpw-ntg
title: Acrilla minor (G. B. Sowerby II, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z9z-rna-hc2
title: Unedogemmula deshayesii (Doumet, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9jg-jra-62p
title: Carinapex minutissima (Garrett, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8g5-6fn-3lj
title: Anadara brasiliana (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwd-vmy-8rc
title: Conus sugimotonis Kuroda, 1929

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fb3-l0f-p8w
title: Naria erosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j81-cpz-grl
title: Caecum trachea (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wpf-ha5-jx7
title: Retusa longispirata (Yamakawa, 1911)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/203-c02-v7x
title: Pseudonebularia doliolum (Küster, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9rd-8gm-v66
title: Carinaria lamarckii Blainville, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q3j-7sj-mzf
title: Hyala vitrea (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/at6-y5h-8z0
title: Aclis ascaris (W. Turton, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g91-ter-pmx
title: Limidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tmq-tgt-ssm
title: Heliconoides inflatus (A. d'Orbigny, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wt8-bac-kwr
title: Lambis crocata (Link, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j3y-sqh-3lh
title: Vitta virginea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t8z-v5r-jfn
title: Ctena bella (Conrad, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j0p-s01-rgc
title: Erronea cylindrica cylindrica (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7bv-47g-1z1
title: Vexillum tusum (Reeve, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jdn-ymt-r24
title: Cypraeovula capensis (J. E. Gray, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kzr-tez-80f
title: Nototeuthis dimegacotyle Nesis & Nikitina, 1986

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vab-yv9-wt3
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kpb-4cq-fn7
title: Elliptio complanata ([Lightfoot], 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/skg-van-0bh
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jyj-b6p-snn
title: Opimaphora sarcira Laseron, 1958

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcz-dme-md5
title: Cerithium lividulum Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g4d-qh7-fpj
title: Monetaria moneta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xf2-e97-2l3
title: Milda ventricosa (Guérin, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xjd-k3r-wsv
title: Trona stercoraria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6c-nrp-p5z
title: Cratis antillensis (Dall, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mrk-fdm-5y7
title: Turritella terebra (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dx5-law-ftr
title: Semicassis granulata (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7c2-0wg-c21
title: Engina armillata (Reeve, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s0w-qxz-pp2
title: Abra aequalis (Say, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ara-ncp-5s4
title: Serratina aequistriata (Say, 1824)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x03-znc-lbs
title: Hemitoma Swainson, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ds-0x1-238
title: Conus geographus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kxw-7bz-cxk
title: Cerithidea Swainson, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89t-35j-yw9
title: Meretrix meretrix (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8zt-1c5-3nb
title: Naria ocellata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ack-3qp-f2s
title: Polinices albumen (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vw3-t0e-t51
title: Mactra achatina Holten, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wg6-ljw-knb
title: Neripteron violaceum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1jm-frf-g7a
title: Isognomon isognomum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/74m-n91-d5t
title: Odontotrochus chlorostomus (Menke, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2c1-wnk-zqd
title: Pustularia cicercula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mz7-aaf-qgq
title: Diodora lincolnensis Cotton, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zr7-mb4-jzd
title: Zebina browniana (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kqt-21q-147
title: Conus loroisii Kiener, 1846

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w3h-tav-l58
title: Cepaea nemoralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2w-l0e-6rb
title: Tenaturris trilineata (C. B. Adams, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tle-rsp-xyp
title: Onustus exutus (Reeve, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.13788447
title: Datasets supporting the paper 'Narrowing the gap for city building height predictions'

description: ###########################################################Datasets supporting the publication:Watson, C.S., and Elliott, J.R. Narrowing the gap for city building height predictions

-Please refer to the publication for details on the production of each dataset.-Please cite the publication and this dataset repository when using the data.

-Dataset owner: John Elliott J.Elliott@leeds.ac.uk###########################################################

Contents:

Cloud masks showing areas of the DEMs that are affected by cloud cover. Valid elevations are still present in some of these areas.



quito_cloud_mask.gpkg

naioribi_cloud_mask.gpkg

kathmandu_cloud_mask.gpkg


City digital surface models (1.5 m resolution, UTM projections, ellipsoid height) generated from tri-stereo Pleiades imagery:



dsm_quito.tif

dsm_nairobi.tif

dsm_kathmandu.tif


City digital terrain models (1.5 m resolution, UTM projections, ellipsoid height):



dtm_quito.tif

dtm_nairobi.tif

dtm_kathmandu.tif


Acknowledgements:

This research has been supported the UK Research and Innovation (UKRI) Global Challenges Research Fund (GCRF) Urban Disaster Risk Hub (NE/S009000/1) (Tomorrow’s Cities), and COMET. COMET is the NERC Centre for the Observation and Modelling of Earthquakes, Volcanoes and Tectonics, a partnership between UK Universities and the British Geological Survey. John Elliott is supported by a Royal Society University Research fellowship (UF150282).
DOI: 10.3535/235-8v1-6l2
title: Pseudofusus parvulus Monterosato, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n1e-z3g-1tm
title: Cyclonaias succissa (I. Lea, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a5m-yk4-57r
title: Ergalatax contracta (Reeve, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t4x-2fg-k5s
title: Fusconaia cuneolus (I. Lea, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r5k-b8x-00c
title: Theodoxus macri (G. B. Sowerby II, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/we1-6wk-hax
title: Calyptraea chinensis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p4d-c1w-xyw
title: Mastonia undata Kosuge, 1962

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5yj-crm-bzl
title: Cryptopecten vesiculosus (Dunker, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/96s-7w8-51q
title: Chrysallida indistincta (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0v1-p9h-8xw
title: Creseis virgula (Rang, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b1a-3gd-c08
title: Talisman scrobilator (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1cc-q7l-3c9
title: Diplodonta rotundata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lkl-d20-le9
title: Glycymeris undata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1b5-612-g97
title: Vermetidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b4b-fjj-np3
title: Pitar prora (Conrad, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/81h-0l6-met
title: Cerithideopsis costata (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xt0-1kt-lbq
title: Neoterebra curacaoensis (De Jong & Coomans, 1988)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z85-txh-5lx
title: Crenella divaricata (A. d'Orbigny, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r12-ptx-mk0
title: Conus granum Röckel & Fischöder, 1985

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4n-gsc-8yn
title: Senilia senilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0hg-1j5-v88
title: Littorinidae Children, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/848-2ln-axk
title: Nassarius speciosus (A. Adams, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lrv-ytb-h4l
title: Gouldia cerina (C. B. Adams, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0sq-56l-ffk
title: Bullia tenuis Reeve, 1846

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bkg-lkq-vek
title: Conus mus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4c5-4jl-s4c
title: Conus mus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/649-4ft-907
title: Nassarius arcularia plicatus (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/801-6l6-by6
title: Turritella cochlea Reeve, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9fa-c5g-6pc
title: Jujubinus exasperatus (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wmd-nm7-e84
title: Conus spectrum Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5pc-a03-13p
title: Melanella polita (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xmh-skj-lck
title: Panamitra gigantea (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x29-sdc-nj7
title: Odostomella doliolum (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ztd-c89-2z7
title: Cellana radians (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/11d-pr6-3gc
title: Nassarius speciosus (A. Adams, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m3c-8hk-01a
title: Austroborus lutescens (P. P. King, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wvx-z15-hmy
title: Melanella Bowdich, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/md0-l72-w25
title: Conus pennaceus Born, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nqa-03b-z1d
title: Bullia callosa (W. Wood, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ed0-926-c03
title: Conus vautieri Kiener, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wcr-5sc-df0
title: Conus muriculatus G. B. Sowerby I, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7gd-a7a-lle
title: Oliva bulbosa (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ghp-d07-px0
title: Turris babylonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h5t-qa1-n1b
title: Puperita pupa (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hze-z96-d5a
title: Melongena melongena (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.13788446
title: Datasets supporting the paper 'Narrowing the gap for city building height predictions'

description: ###########################################################Datasets supporting the publication:Watson, C.S., and Elliott, J.R. Narrowing the gap for city building height predictions

https://doi.org/10.1038/s41598-025-15929-2

-Please refer to the publication for details on the production of each dataset.-Please cite the publication and this dataset repository when using the data.

-Pleiades Dataset owner: John Elliott J.Elliott@leeds.ac.uk###########################################################

*V2 updated to incluce icesat2_validation_buildings.shp and the deep learning model Pix2Pix_Model_E.dlpk

*See V1 for the DSM/DTM files

 

Contents:

Cloud masks showing areas of the DEMs that are affected by cloud cover. Valid elevations are still present in some of these areas.



quito_cloud_mask.gpkg

naioribi_cloud_mask.gpkg

kathmandu_cloud_mask.gpkg


City digital surface models (1.5 m resolution, UTM projections, ellipsoid height) generated from tri-stereo Pleiades imagery:



dsm_quito.tif

dsm_nairobi.tif

dsm_kathmandu.tif


City digital terrain models (1.5 m resolution, UTM projections, ellipsoid height):



dtm_quito.tif

dtm_nairobi.tif

dtm_kathmandu.tif


Validation building heights derived from ICESat-2



icesat2_validation_buildings.shp


Pix2Pix Model E (best performing model)



Pix2Pix_Model_E.dlpk (ArcGIS Pro)


Acknowledgements:

This research has been supported the UK Research and Innovation (UKRI) Global Challenges Research Fund (GCRF) Urban Disaster Risk Hub (NE/S009000/1) (Tomorrow’s Cities), and COMET. COMET is the NERC Centre for the Observation and Modelling of Earthquakes, Volcanoes and Tectonics, a partnership between UK Universities and the British Geological Survey. John Elliott is supported by a Royal Society University Research fellowship (UF150282).