Data

ReefCloud public data (Central Great Barrier Reef and American Samoa use cases)

Australian Institute of Marine Science
Australian Institute of Marine Science (AIMS)
Viewed: [[ro.stat.viewed]] Cited: [[ro.stat.cited]] Accessed: [[ro.stat.accessed]]
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What is used for?The dataset associated with the repository inform a broad spatial-scale predictive model, which predict annual hard coral cover across all known coral reefs (both monitored and unmonitored) in the Central region of the Great Barrier Reef and American Samoa by incorporating a spatial grid and information about the exposure to heat stress and tropical cyclones.How it was created?The predictive model uses coral cover data aggregated into 5×5km hexagonal units. Individual monitoring observations from the public ReefCloud platform within the same spatial unit and depths of 2-10 metres are aggregated.Maintenance and Update Frequency: notPlannedStatement: The dataset integrates coral cover observations collected from multiple monitoring programs publicly available on the ReefCloud platform. Observations were obtained using standardized underwater survey techniques, including photo-transects and analyse by machine learning algorithms. Data were quality-checked through the ReefCloud platform to ensure consistency and reliability. 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While AIMS has made every reasonable effort to ensure high quality of the data, products and services, to the extent permitted by law the data, products and services are provided without any warranties of any kind, either expressed or implied, including without limitation any implied warranties of title, merchantability, and fitness for a particular purpose or non-infringement. AIMS make no representation or warranty that the data, products and services are accurate, complete, reliable or current. To the extent permitted by law, AIMS exclude all liability to any person arising directly or indirectly from the use of the data, products and services.&rft_rights=Attribution: Format for citation of metadata sourced from Australian Institute of Marine Science (AIMS) in a list of reference is as follows: Australian Institute of Marine Science (AIMS). (2025). ReefCloud public data (Central Great Barrier Reef and American Samoa use cases). https://doi.org/10.25845/ajwj-w786, accessed[date-of-access].&rft_subject=oceans&rft.type=dataset&rft.language=English Access the data
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Creative Commons Attribution-NonCommercial 3.0 Australia License
http://creativecommons.org/licenses/by-nc/3.0/au/

Use Limitation: All AIMS data, products and services are provided "as is" and AIMS does not warrant their fitness for a particular purpose or non-infringement. While AIMS has made every reasonable effort to ensure high quality of the data, products and services, to the extent permitted by law the data, products and services are provided without any warranties of any kind, either expressed or implied, including without limitation any implied warranties of title, merchantability, and fitness for a particular purpose or non-infringement. AIMS make no representation or warranty that the data, products and services are accurate, complete, reliable or current. To the extent permitted by law, AIMS exclude all liability to any person arising directly or indirectly from the use of the data, products and services.

Attribution: Format for citation of metadata sourced from Australian Institute of Marine Science (AIMS) in a list of reference is as follows: "Australian Institute of Marine Science (AIMS). (2025). ReefCloud public data (Central Great Barrier Reef and American Samoa use cases). https://doi.org/10.25845/ajwj-w786, accessed[date-of-access]".

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Full description

What is this dataset?


This repository is associated with the paper Predicting coral cover trends from local to broad spatial scales by Vercelloni et al. (2026). It provides the dataset needed to reproduce use cases presented in the paper. Reproducible codes of the results are available at: GitHub repository.


What is used for?


The dataset associated with the repository inform a broad spatial-scale predictive model, which predict annual hard coral cover across all known coral reefs (both monitored and unmonitored) in the Central region of the Great Barrier Reef and American Samoa by incorporating a spatial grid and information about the exposure to heat stress and tropical cyclones.


How it was created?


The predictive model uses coral cover data aggregated into 5×5km hexagonal units. Individual monitoring observations from the public ReefCloud platform within the same spatial unit and depths of 2-10 metres are aggregated.

Lineage

Maintenance and Update Frequency: notPlanned
Statement: The dataset integrates coral cover observations collected from multiple monitoring programs publicly available on the ReefCloud platform. Observations were obtained using standardized underwater survey techniques, including photo-transects and analyse by machine learning algorithms. Data were quality-checked through the ReefCloud platform to ensure consistency and reliability. The aggregated dataset represents coral cover summarized at 5×5km spatial units, with individual observations within each unit summed per year.

Notes

Credit
University of Queensland (UQ), Australia
Credit
Coral Sea Foundation, Australia
Credit
Australian Institute of Marine Science (AIMS), Australia
Credit
National Oceanic and Atmospheric Administration (NOAA), USA

Modified: 11 09 2026

This dataset is part of a larger collection

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Subjects
oceans |

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Other Information
aggregated coral cover data

url : https://github.com/open-AIMS/RC_modelling/tree/main/Appendix_B/data

aggregated coral cover data

url : https://github.com/open-AIMS/RC_modelling/tree/main/Appendix_C/data

global : 85a61b8d-a626-4c1f-929f-aa8777e268d3

Identifiers
  • global : 1997de64-b274-427f-8cdc-d01b54e623f9
ACN 633 798 857