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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Bibliographic Details
Main Authors: Brittany Finucci, Clinton A. J. Duffy, Tom Brough, Malcolm P. Francis, Marco Milardi, Matthew H. Pinkerton, Grady Petersen, Fabrice Stephenson
Format: Dataset
Language:unknown
Published: 2021
Subjects:
Online Access: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
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record_format openpolar
spelling 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
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