Dataset
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
| Field | Missing | Invalid | |
|---|---|---|---|
| maximumDepthInMeters | 12,263 |
|
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| minimumDepthInMeters | 12,263 |
|
|
| occurrenceStatus | 11,812 |
|
The OBIS data quality flags are documented at https://github.com/iobis/obis-qc.
| Flag | Dropped | Records | |
|---|---|---|---|
| NO_DEPTH | 12,263 |
|
|
| NO_ACCEPTED_NAME | 614 |
|
|
| ON_LAND | 1 |
|