Dataset

Large marine predator aerial survey data for Hauraki Gulf, New Zealand

SWP OBIS Open in mapper Explore occurrences

Large marine predators, such as cetaceans and sharks, play a crucial role in maintaining biodiversity patterns and ecosystem health. Despite the recognised importance of these animals and their over-representation as threatened species, distribution data at appropriate temporal and spatial scales is often lacking or insufficient for effective conservation. Here, we present sightings of large marine megafauna recorded from a replicate systematic aerial survey undertaken in the Hauraki Gulf, Aotearoa New Zealand during a full year. Using flexible machine learning models (Boosted Regression Tree models), we use these sightings data to investigate relationships between large marine predator occurrence (Bryde’s whales, common and bottlenose dolphins, bronze whalers, pelagic and immature hammerhead sharks) and spatially explicit environmental and biotic variables to predict species richness of large marine predators and investigate their fine-scale spatiotemporal distribution patterns. All models were considered informative (all, AUC > 0.78), and temporally dynamic variables, such as the distribution of prey, were important in predicting the occurrence of the study species and species groups.

Citation: Constantine R, Stephenson F, Hamilton O, Torres L, Kozmian-Ledward L, Pinkerton M (2024). Large marine predator aerial survey data for Hauraki Gulf, New Zealand. Version 1.2. Southwestern Pacific Ocean Biogeographic Information System (OBIS) Node. Occurrence dataset. https://nzobisipt.niwa.co.nz/resource?r=hauraki_predators&v=1.2

Published: June 19, 2024 at 22:14

URL: https://nzobisipt.niwa.co.nz/resource?r=hauraki_predators

Rochelle Constantine
University of Auckland

Fabrice Stephenson
University of Waikato

Olivia Hamilton
University of Auckland

Leigh Torres
Oregon State University

Lily Kozmian-Ledward
University of Auckland

Matt Pinkerton
NIWA

12,263
occurrence records
6
taxa
5
species

Taxa

Missing and invalid fields

Field Missing Invalid
maximumDepthInMeters 12,263
100.0%
minimumDepthInMeters 12,263
100.0%
occurrenceStatus 11,812
96.3%

Quality flags

The OBIS data quality flags are documented at https://github.com/iobis/obis-qc.

Flag Dropped Records
NO_DEPTH 12,263
100.0%
NO_ACCEPTED_NAME 614
5.0%
ON_LAND 1
0.0%

Measurement types

DNA derived data