/* DATA DESCRIPTION: Citation: Hiller, Anna E; Goodman, Kari R; Shaw, Kerry L; O'Grady, Patrick M; Gillespie, Rosemary G (2016): Species distribution models and georeferenced occurrence records for Hawaiian Arthropods (Laupala, Drosophila, Tetragnatha, and Nesosydne). PANGAEA, https://doi.org/10.1594/PANGAEA.865181, Supplement to: Hiller, Anna E; Koo, Michelle S; Goodman, Kari R; Shaw, Kerry L; O'Grady, Patrick M; Gillespie, Rosemary G (2019): Niche conservatism predominates in adaptive radiation: comparing the diversification of Hawaiian arthropods using ecological niche modelling. Biological Journal of the Linnean Society, https://doi.org/10.1093/biolinnean/blz023 Abstract: Focal Taxa: Laupala, AMC Clade Drosophila, Tetragnatha, and Nesosydne. We assembled comprehensive occurrence datasets of all known records for each of the four lineages (included here), modeled their distributions using Maxent across the entire archipelago, and quantified niche overlap. Final base layers Mean Annual Air Temperature (°C), Mean Annual Rainfall (mm), Vegetation Height (m), and Normalized Difference Vegetation Index (NDVI) were selected based on optimum AUC values of trial models run. Rasters were obtained for the Rainfall Atlas of Hawaii, Climate of Hawaii, and USGS and resampled to a ~1km by ~1km resolution using smoothing for quantitative variables and nearest neighbor resampling for categorical variables (Giambelluca et al. 2013, Giambelluca et al. 2014, Hawaii Soil Survey 2000). Data presented here are the full set of georeferenced occurrence records, the filtered model inputs, and the final SDM models in ASCII format for each species. See the supplementary material in the corresponding publication (Hiller et al. 2017) for details on the georeferencing protocols used and a list of museum specimen numbers. Note that not all models were included in subsequent analyses due to poor quality (<3 records as model input or low AUC score). Further details: Essig Museum of Entomology's database (URI: https://essigdb.berkeley.edu/query_specimens.html) Giambelluca, Thomas W; Chen, Qi; Frazier, Abby G; Price, Jonathan P; Chen, Yi-Lung; Chu, Pao-Shin; Eischeid, Jon K; Delparte, Donna M (2013): Online Rainfall Atlas of Hawai'i. Bulletin of the American Meteorological Society, 94(3), 313-316, https://doi.org/10.1175/BAMS-D-11-00228.1 Giambelluca, Thomas W; Shuai, Xiufu; Barnes, Mallory L; Alliss, Randall J; Longman, Ryan J; Miura, Tomoaki; Chen, Qi; Frazier, Abby G; Mudd, Ryan G; Cuo, Lan; Businger, Aaron D (2014): Evapotranspiration of Hawai'i. Final report submitted to the U.S. Army Corps of Engineers - Honolulu District, and the Commission on Water Resource Management, State of Hawai'i, 178 pp, http://evapotranspiration.geography.hawaii.edu/assets/files/PDF/ET%20Project%20Final%20Report.pdf, https://download.pangaea.de/reference/87386/attachments/ET_ProjectFinalReport.pdf Coverage: MEDIAN LATITUDE: 20.416500 * MEDIAN LONGITUDE: -157.389500 * SOUTH-BOUND LATITUDE: 18.913000 * WEST-BOUND LONGITUDE: -159.789000 * NORTH-BOUND LATITUDE: 21.920000 * EAST-BOUND LONGITUDE: -154.990000 Event(s): Hawaii * LATITUDE START: 18.913000 * LONGITUDE START: -159.789000 * LATITUDE END: 21.920000 * LONGITUDE END: -154.990000 * LOCATION: Hawaiian Islands, North Central Pacific Parameter(s): File content (Content) * PI: Hiller, Anna E (anna1992@berkeley.edu) Species (Species) * PI: Hiller, Anna E (anna1992@berkeley.edu) File format (File format) * PI: Hiller, Anna E (anna1992@berkeley.edu) File size [kByte] (File size) * PI: Hiller, Anna E (anna1992@berkeley.edu) * COMMENT: unzipped Uniform resource locator/link to file (URL file) * PI: Hiller, Anna E (anna1992@berkeley.edu) License: Creative Commons Attribution 3.0 Unported (CC-BY-3.0) (URI: https://creativecommons.org/licenses/by/3.0/) Size: 659 data points */ Content Species File format File size [kByte] URL file all species maps ASC 124000.00 https://store.pangaea.de/Publications/Hiller-etal_2016/species_all.zip individual distribution map Drosophila_adunca ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_adunca.zip individual distribution map Drosophila_ancyla ASC 1038.80 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_ancyla.zip individual distribution map Drosophila_apodasta ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_apodasta.zip individual distribution map Drosophila_atroscutellata ASC 1038.83 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_atroscutellata.zip individual distribution map Drosophila_attenuata ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_attenuata.zip individual distribution map Drosophila_basimacula ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_basimacula.zip individual distribution map Drosophila_bicondyla ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_bicondyla.zip individual distribution map Drosophila_brunneifrons ASC 1038.82 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_brunneifrons.zip individual distribution map Drosophila_brunneisetae ASC 1038.78 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_brunneisetae.zip individual distribution map Drosophila_caccabata ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_caccabata.zip individual distribution map Drosophila_capitata ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_capitata.zip individual distribution map Drosophila_cognata ASC 1038.69 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_cognata.zip individual distribution map Drosophila_conformis ASC 1038.72 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_conformis.zip individual distribution map Drosophila_cracens ASC 1038.73 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_cracens.zip individual distribution map Drosophila_curvata ASC 1038.69 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_curvata.zip individual distribution map Drosophila_dasycnemia ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_dasycnemia.zip individual distribution map Drosophila_diamphidiopoda ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_diamphidiopoda.zip individual distribution map Drosophila_expansa ASC 1038.72 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_expansa.zip individual 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map Drosophila_paracracens ASC 1038.68 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_paracracens.zip individual distribution map Drosophila_paucitarsus ASC 1038.77 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_paucitarsus.zip individual distribution map Drosophila_pectinitarsus ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_pectinitarsus.zip individual distribution map Drosophila_percnosoma ASC 1038.77 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_percnosoma.zip individual distribution map Drosophila_perissopoda ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_perissopoda.zip individual distribution map Drosophila_petalopeza ASC 1038.73 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_petalopeza.zip individual distribution map Drosophila_proceriseta ASC 1038.78 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_proceriseta.zip individual distribution map Drosophila_prodita ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_prodita.zip individual distribution map Drosophila_propiofacies ASC 1038.77 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_propiofacies.zip individual distribution map Drosophila_quasiexpansa ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_quasiexpansa.zip individual distribution map Drosophila_redunca ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_redunca.zip individual distribution map Drosophila_seclusa ASC 1038.79 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_seclusa.zip individual distribution map Drosophila_sordidapex ASC 1038.77 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_sordidapex.zip individual distribution map Drosophila_spiethi ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_spiethi.zip individual distribution map Drosophila_stigma ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_stigma.zip individual distribution map Drosophila_tanythrix ASC 1038.81 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_tanythrix.zip individual distribution map Drosophila_trichaetosa ASC 1038.79 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_trichaetosa.zip individual distribution map Drosophila_variabilis ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_variabilis.zip individual distribution map Drosophila_villosa ASC 1038.70 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_villosa.zip individual distribution map Drosophila_waddingtoni ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_waddingtoni.zip individual distribution map Drosophila_yooni ASC 1038.78 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_yooni.zip individual distribution map Laupala_cerasina ASC 1038.78 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_cerasina.zip individual distribution map Laupala_eukolea ASC 1040.96 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_eukolea.zip individual distribution map Laupala_eupacifica ASC 1038.84 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_eupacifica.zip individual distribution map Laupala_fugax ASC 1038.83 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_fugax.zip individual distribution map Laupala_hapapa ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_hapapa.zip individual distribution map Laupala_hualalai ASC 1038.78 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_hualalai.zip individual distribution map Laupala_kai ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_kai.zip individual distribution map Laupala_kauaiensis ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_kauaiensis.zip individual distribution map Laupala_kohalensis ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_kohalensis.zip individual distribution map Laupala_kokeensis ASC 1038.81 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_kokeensis.zip individual distribution map Laupala_kolea ASC 1038.79 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_kolea.zip individual distribution map Laupala_koloa ASC 1038.82 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_koloa.zip individual distribution map Laupala_kona ASC 1038.72 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_kona.zip individual distribution map Laupala_makaweli ASC 1038.83 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_makaweli.zip individual distribution map Laupala_media ASC 1041.82 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_media.zip individual distribution map Laupala_nigra ASC 1040.59 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_nigra.zip individual distribution map Laupala_oahuensis ASC 1038.79 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_oahuensis.zip individual distribution map Laupala_olohena ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_olohena.zip individual distribution map Laupala_pacifica ASC 1038.64 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_pacifica.zip individual distribution map Laupala_paranigra ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_paranigra.zip individual distribution map Laupala_prosea ASC 1040.25 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_prosea.zip individual distribution map Laupala_pruna ASC 1038.78 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_pruna.zip individual distribution map Laupala_spisa ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_spisa.zip individual distribution map Laupala_tantalis ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_tantalis.zip individual distribution map Laupala_vespertina ASC 1038.69 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_vespertina.zip individual distribution map Laupala_wailua ASC 1038.77 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_wailua.zip individual distribution map Nesosydne_argyroxiphi ASC 1043.96 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_argyroxiphi.zip individual distribution map Nesosydne_bridwelliorosborni ASC 1038.85 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_bridwelliorosborni.zip individual distribution map Nesosydne_chambersi ASC 1038.80 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_chambersi.zip individual distribution map Nesosydne_coprosmicola ASC 1038.70 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_coprosmicola.zip individual distribution map Nesosydne_eeke ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_eeke.zip individual distribution map Nesosydne_gouldiae ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_gouldiae.zip individual distribution map Nesosydne_halia ASC 1038.79 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_halia.zip individual distribution map Nesosydne_hamata ASC 1038.82 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_hamata.zip individual distribution map Nesosydne_koae ASC 1038.82 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_koae.zip individual distribution map Nesosydne_koaephyllodii ASC 1038.75 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_koaephyllodii.zip individual distribution map Nesosydne_leahi ASC 1038.64 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_leahi.zip individual distribution map Nesosydne_mauiensis ASC 1038.73 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_mauiensis.zip individual distribution map Nesosydne_nephrolepidis ASC 1038.74 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_nephrolepidis.zip individual distribution map Nesosydne_nigrinervis ASC 1038.72 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_nigrinervis.zip individual distribution map Nesosydne_oahuensis ASC 1038.79 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_oahuensis.zip individual distribution map Nesosydne_osborni ASC 1038.71 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_osborni.zip individual distribution map Nesosydne_pipturi ASC 1038.73 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_pipturi.zip individual distribution map Nesosydne_raillardiae ASC 1038.70 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_raillardiae.zip individual distribution map Nesosydne_raillardiicola ASC 1038.80 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_raillardiicola.zip individual distribution map Nesosydne_rubescens ASC 1038.73 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_rubescens.zip individual distribution map Nesosydne_umbratica ASC 1038.72 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_umbratica.zip individual distribution map Nesosydne_waikamoiensis ASC 1038.78 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_waikamoiensis.zip individual distribution map Tetragnatha_acuta ASC 1038.69 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_acuta.zip individual distribution map Tetragnatha_anuenue ASC 1038.71 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_anuenue.zip individual distribution map Tetragnatha_brevignatha ASC 1038.77 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https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_restricta.zip individual distribution map Tetragnatha_stelarobusta ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_stelarobusta.zip individual distribution map Tetragnatha_tantalus ASC 1038.72 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_tantalus.zip individual distribution map Tetragnatha_trituberculata ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_trituberculata.zip individual distribution map Tetragnatha_uluhe ASC 1038.70 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_uluhe.zip individual distribution map Tetragnatha_waikamoi ASC 1038.76 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_waikamoi.zip Georeferenced occurrence record Drosophila spp. XLSX 67.00 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_FULL_RECORDS.zip Model input Drosophila spp. CSV 36.00 https://store.pangaea.de/Publications/Hiller-etal_2016/Drosophila_MODEL_INPUT.zip Georeferenced occurrence record Laupala spp. XLSX 33.00 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_FULL_RECORDS.zip Model input Laupala spp. CSV 19.00 https://store.pangaea.de/Publications/Hiller-etal_2016/Laupala_MODEL_INPUT.zip Georeferenced occurrence record Nesosydne spp. XLSX 44.00 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_FULL_RECORDS.zip Model input Nesosydne spp. CSV 29.00 https://store.pangaea.de/Publications/Hiller-etal_2016/Nesosydne_MODEL_INPUT.zip Georeferenced occurrence record Tetragnatha spp. XLSX 63.00 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_FULL_RECORDS.zip Model input Tetragnatha spp. CSV 36.00 https://store.pangaea.de/Publications/Hiller-etal_2016/Tetragnatha_MODEL_INPUT.zip