Data_Sheet_2_Drivers of Spatial Distributions of Basking Shark (Cetorhinus maximus) in the Southwest Pacific.docx
Basking sharks (Cetorhinus maximus) were widely reported throughout New Zealand waters. Once commonly observed, and sometimes in large numbers, basking sharks are now infrequently reported. Basking shark observations are known to be highly variable across years, and their distribution and occurrence...
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ftfrontimediafig:oai:figshare.com:article/14482212 2023-05-15T15:33:37+02:00 Data_Sheet_2_Drivers of Spatial Distributions of Basking Shark (Cetorhinus maximus) in the Southwest Pacific.docx Brittany Finucci Clinton A. J. Duffy Tom Brough Malcolm P. Francis Marco Milardi Matthew H. Pinkerton Grady Petersen Fabrice Stephenson 2021-04-26T04:24:19Z https://doi.org/10.3389/fmars.2021.665337.s002 https://figshare.com/articles/dataset/Data_Sheet_2_Drivers_of_Spatial_Distributions_of_Basking_Shark_Cetorhinus_maximus_in_the_Southwest_Pacific_docx/14482212 unknown doi:10.3389/fmars.2021.665337.s002 https://figshare.com/articles/dataset/Data_Sheet_2_Drivers_of_Spatial_Distributions_of_Basking_Shark_Cetorhinus_maximus_in_the_Southwest_Pacific_docx/14482212 CC BY 4.0 CC-BY Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering New Zealand species distribution models boosted regression tree models threatened species elasmobranch Dataset 2021 ftfrontimediafig https://doi.org/10.3389/fmars.2021.665337.s002 2021-04-28T22:59:10Z Basking sharks (Cetorhinus maximus) were widely reported throughout New Zealand waters. Once commonly observed, and sometimes in large numbers, basking sharks are now infrequently reported. Basking shark observations are known to be highly variable across years, and their distribution and occurrence have been shown to be influenced by environmental predictors such as thermal fronts, chl-a concentration, and the abundance of prey (zooplankton). Little is known of basking sharks in the South Pacific and more information on distribution, habitat use, and migratory patterns is required to better understand the species’ regional ecology. Here, we used bootstrapped Habitat Suitability Models [HSM, ensembled from Boosted Regression Tree (BRT) and Random Forest (RF) models] to determine the drivers of basking shark distribution, predict habitat suitability and estimated uncertainty in the South Pacific for the first time. High−resolution environmental (1 km 2 grid resolution) and biotic data, including inferred prey species, and all available basking shark records across New Zealand’s Exclusive Economic Zone (EEZ) were included in the ensemble HSMs. The most influential driver of modeled basking shark distribution was vertical flux of particulate organic matter at the seabed, which may indicate higher levels of primary production in the surface ocean and higher prey density in the mesopelagic zone and at the seafloor. The BRT and RF models had good predictive power (AUC and TSS > 0.7) and both models performed similarly with low variability in the model fit metrics. Areas of high basking shark habitat suitability included the east and west coasts of the South Island, Puysegur Ridge, and Auckland Island slope. The outputs produced here could be incorporated into future management framework for assessing threat and conservation needs (e.g., spatially explicit risk assessment) for this regionally protected species, as well as providing guidance for future research efforts (e.g., areas of interest for sampling). Dataset Auckland Island Cetorhinus maximus Frontiers: Figshare Pacific New Zealand |
institution |
Open Polar |
collection |
Frontiers: Figshare |
op_collection_id |
ftfrontimediafig |
language |
unknown |
topic |
Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering New Zealand species distribution models boosted regression tree models threatened species elasmobranch |
spellingShingle |
Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering New Zealand species distribution models boosted regression tree models threatened species elasmobranch Brittany Finucci Clinton A. J. Duffy Tom Brough Malcolm P. Francis Marco Milardi Matthew H. Pinkerton Grady Petersen Fabrice Stephenson Data_Sheet_2_Drivers of Spatial Distributions of Basking Shark (Cetorhinus maximus) in the Southwest Pacific.docx |
topic_facet |
Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering New Zealand species distribution models boosted regression tree models threatened species elasmobranch |
description |
Basking sharks (Cetorhinus maximus) were widely reported throughout New Zealand waters. Once commonly observed, and sometimes in large numbers, basking sharks are now infrequently reported. Basking shark observations are known to be highly variable across years, and their distribution and occurrence have been shown to be influenced by environmental predictors such as thermal fronts, chl-a concentration, and the abundance of prey (zooplankton). Little is known of basking sharks in the South Pacific and more information on distribution, habitat use, and migratory patterns is required to better understand the species’ regional ecology. Here, we used bootstrapped Habitat Suitability Models [HSM, ensembled from Boosted Regression Tree (BRT) and Random Forest (RF) models] to determine the drivers of basking shark distribution, predict habitat suitability and estimated uncertainty in the South Pacific for the first time. High−resolution environmental (1 km 2 grid resolution) and biotic data, including inferred prey species, and all available basking shark records across New Zealand’s Exclusive Economic Zone (EEZ) were included in the ensemble HSMs. The most influential driver of modeled basking shark distribution was vertical flux of particulate organic matter at the seabed, which may indicate higher levels of primary production in the surface ocean and higher prey density in the mesopelagic zone and at the seafloor. The BRT and RF models had good predictive power (AUC and TSS > 0.7) and both models performed similarly with low variability in the model fit metrics. Areas of high basking shark habitat suitability included the east and west coasts of the South Island, Puysegur Ridge, and Auckland Island slope. The outputs produced here could be incorporated into future management framework for assessing threat and conservation needs (e.g., spatially explicit risk assessment) for this regionally protected species, as well as providing guidance for future research efforts (e.g., areas of interest for sampling). |
format |
Dataset |
author |
Brittany Finucci Clinton A. J. Duffy Tom Brough Malcolm P. Francis Marco Milardi Matthew H. Pinkerton Grady Petersen Fabrice Stephenson |
author_facet |
Brittany Finucci Clinton A. J. Duffy Tom Brough Malcolm P. Francis Marco Milardi Matthew H. Pinkerton Grady Petersen Fabrice Stephenson |
author_sort |
Brittany Finucci |
title |
Data_Sheet_2_Drivers of Spatial Distributions of Basking Shark (Cetorhinus maximus) in the Southwest Pacific.docx |
title_short |
Data_Sheet_2_Drivers of Spatial Distributions of Basking Shark (Cetorhinus maximus) in the Southwest Pacific.docx |
title_full |
Data_Sheet_2_Drivers of Spatial Distributions of Basking Shark (Cetorhinus maximus) in the Southwest Pacific.docx |
title_fullStr |
Data_Sheet_2_Drivers of Spatial Distributions of Basking Shark (Cetorhinus maximus) in the Southwest Pacific.docx |
title_full_unstemmed |
Data_Sheet_2_Drivers of Spatial Distributions of Basking Shark (Cetorhinus maximus) in the Southwest Pacific.docx |
title_sort |
data_sheet_2_drivers of spatial distributions of basking shark (cetorhinus maximus) in the southwest pacific.docx |
publishDate |
2021 |
url |
https://doi.org/10.3389/fmars.2021.665337.s002 https://figshare.com/articles/dataset/Data_Sheet_2_Drivers_of_Spatial_Distributions_of_Basking_Shark_Cetorhinus_maximus_in_the_Southwest_Pacific_docx/14482212 |
geographic |
Pacific New Zealand |
geographic_facet |
Pacific New Zealand |
genre |
Auckland Island Cetorhinus maximus |
genre_facet |
Auckland Island Cetorhinus maximus |
op_relation |
doi:10.3389/fmars.2021.665337.s002 https://figshare.com/articles/dataset/Data_Sheet_2_Drivers_of_Spatial_Distributions_of_Basking_Shark_Cetorhinus_maximus_in_the_Southwest_Pacific_docx/14482212 |
op_rights |
CC BY 4.0 |
op_rightsnorm |
CC-BY |
op_doi |
https://doi.org/10.3389/fmars.2021.665337.s002 |
_version_ |
1766364138895835136 |