Data

AAP Project 4501: Mapping, predicting and monitoring ecological change in the Southern Ocean - HIMI Demersal Fish

University of Tasmania, Australia
Hill, Nicole ; Williams, Joel
Viewed: [[ro.stat.viewed]] Cited: [[ro.stat.cited]] Accessed: [[ro.stat.accessed]]
ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rfr_id=info%3Asid%2FANDS&rft_id=info:doi10.25959/4GVK-RM21&rft.title=AAP Project 4501: Mapping, predicting and monitoring ecological change in the Southern Ocean - HIMI Demersal Fish&rft.identifier=10.25959/4GVK-RM21&rft.description=The demersal fish assemblages on the Kerguelen Plateau has changed through time. This study aimed to detect, quantify, and map these changes. This study uses existing data collected from the Random Stratified Trawl Survey (RSTS) program administered through the Australian Antarctic Divisions (AAD). Raw RSTS data between 2000 and 2016 was extracted from the AAD database. The RSTS data contains information on the abundance (catch per unit effort, CPUE) on fish. RSTS data were paired with environmental data to be modelled. Hierarchical models of species communities (HMSC) were used to make inferences and predictions in the changes of demersal fish distribution. This record contains all the environmental data, R code, and outputs from this project. Raw RSTS data needs to be requested from the AAD under the authorization of AFMA.Maintenance and Update Frequency: asNeededStatement: Hierarchical Modelling of Species Communities (Hmsc), a flexible framework for Joint Species Distribution Modelling (JSDMs), was used to analyse catch per unit effort (CPUE) data collected from the Heard Island and McDonald Island (HIMI) Random Stratified Trawl Survey (RSTS) program. For more information on the methodology behind the RSTS please refer to associated publication. RSTS data is subject to confidentiality agreements and can be requested through the website (https://data.aad.gov.au/metadata/records/HIMI_RSTS_Strata). Rasters of the environmental data relevant to demersal fish analysis were sourced from various databases and data products and matched with the RSTS data locations For further information on the data and rasters used please refer to the publication. All environmental data used in the modelling are freely available and supplied R code outlines how the data were wrangled and used in the modelling process Annotated R code is provided to: 1) RSTS data wrangling 2) Environmental data wrangling 3) Hmsc modelling and evaluation 4) Plotting 5) Predicting and mapping Outputs, including predictive maps, from the Hmsc model are also publicly available.&rft.creator=Hill, Nicole &rft.creator=Williams, Joel &rft.date=2025&rft.coverage=westlimit=69.631348; southlimit=-55.939587; eastlimit=78.991699; northlimit=-50.72559&rft.coverage=westlimit=69.631348; southlimit=-55.939587; eastlimit=78.991699; northlimit=-50.72559&rft_rights=Data, products and services from IMAS are provided as is without any warranty as to fitness for a particular purpose.&rft_rights=This dataset is the intellectual property of the University of Tasmania (UTAS) through the Institute for Marine and Antarctic Studies (IMAS).&rft_rights=&rft_rights= https://creativecommons.org/licenses/by/4.0/&rft_rights=https://licensebuttons.net/l/by/4.0/88x31.png&rft_rights=WWW:LINK-1.0-http--related&rft_rights=License Graphic&rft_rights=Creative Commons Attribution 4.0 International License&rft_rights=CC-BY&rft_rights=4.0&rft_rights=http://creativecommons.org/international/&rft_rights=WWW:LINK-1.0-http--related&rft_rights=WWW:LINK-1.0-http--related&rft_rights=License Text&rft_rights=Cite data as: Hill, N., & Williams, J. (2025). AAP Project 4501: Mapping, predicting and monitoring ecological change in the Southern Ocean - HIMI Demersal Fish [Data set]. Institute for Marine and Antarctic Studies. https://doi.org/10.25959/4GVK-RM21&rft_rights=Creative Commons Attribution 4.0 International License http://creativecommons.org/licenses/by/4.0&rft_subject=oceans&rft_subject=Species distribution modeling&rft_subject=joint species distribution moeling&rft_subject=marine protected areas&rft_subject=Patagonia toothfish&rft_subject=Icefish&rft_subject=FISHERIES&rft_subject=FISH&rft_subject=EARTH SCIENCE&rft_subject=BIOLOGICAL CLASSIFICATION&rft_subject=ANIMALS/VERTEBRATES&rft_subject=MARINE ECOSYSTEMS | DEMERSAL&rft_subject=CLIMATE CHANGE IMPACT ASSESSMENT MODELS&rft_subject=EARTH SCIENCE SERVICES&rft_subject=MODELS&rft_subject=MARINE ECOSYSTEMS&rft_subject=BENTHIC&rft_subject=Offshore Islands (Australia) | Offshore Islands (Australia) | Heard & McDonald Islands&rft_subject=Marine Planning Regions (Australia) | Marine Planning Regions (Australia) | Kerguelen&rft_subject=Fisheries Management&rft_subject=AGRICULTURAL AND VETERINARY SCIENCES&rft_subject=FISHERIES SCIENCES&rft_subject=Marine and Estuarine Ecology (incl. Marine Ichthyology)&rft_subject=BIOLOGICAL SCIENCES&rft_subject=ECOLOGY&rft_subject=Ecological Impacts of Climate Change&rft_subject=ENVIRONMENTAL SCIENCES&rft_subject=ECOLOGICAL APPLICATIONS&rft.type=dataset&rft.language=English Access the data
Cite Saved to MyRDA Save to MyRDA

Licence & Rights:

Open Licence view details
CC-BY

https://creativecommons.org/licenses/by/4.0/

Creative Commons Attribution 4.0 International License
http://creativecommons.org/licenses/by/4.0

Data, products and services from IMAS are provided "as is" without any warranty as to fitness for a particular purpose.

This dataset is the intellectual property of the University of Tasmania (UTAS) through the Institute for Marine and Antarctic Studies (IMAS).

https://licensebuttons.net/l/by/4.0/88x31.png

WWW:LINK-1.0-http--related

License Graphic

Creative Commons Attribution 4.0 International License

CC-BY

4.0

http://creativecommons.org/international/

WWW:LINK-1.0-http--related

WWW:LINK-1.0-http--related

License Text

Cite data as: Hill, N., & Williams, J. (2025). AAP Project 4501: Mapping, predicting and monitoring ecological change in the Southern Ocean - HIMI Demersal Fish [Data set]. Institute for Marine and Antarctic Studies. https://doi.org/10.25959/4GVK-RM21

Access:

Other

Brief description

The demersal fish assemblages on the Kerguelen Plateau has changed through time. This study aimed to detect, quantify, and map these changes. This study uses existing data collected from the Random Stratified Trawl Survey (RSTS) program administered through the Australian Antarctic Divisions (AAD). Raw RSTS data between 2000 and 2016 was extracted from the AAD database. The RSTS data contains information on the abundance (catch per unit effort, CPUE) on fish. RSTS data were paired with environmental data to be modelled. Hierarchical models of species communities (HMSC) were used to make inferences and predictions in the changes of demersal fish distribution. This record contains all the environmental data, R code, and outputs from this project. Raw RSTS data needs to be requested from the AAD under the authorization of AFMA.

Lineage

Maintenance and Update Frequency: asNeeded
Statement: Hierarchical Modelling of Species Communities (Hmsc), a flexible framework for Joint Species Distribution Modelling (JSDMs), was used to analyse catch per unit effort (CPUE) data collected from the Heard Island and McDonald Island (HIMI) Random Stratified Trawl Survey (RSTS) program. For more information on the methodology behind the RSTS please refer to associated publication. RSTS data is subject to confidentiality agreements and can be requested through the website (https://data.aad.gov.au/metadata/records/HIMI_RSTS_Strata). Rasters of the environmental data relevant to demersal fish analysis were sourced from various databases and data products and matched with the RSTS data locations For further information on the data and rasters used please refer to the publication. All environmental data used in the modelling are freely available and supplied R code outlines how the data were wrangled and used in the modelling process Annotated R code is provided to: 1) RSTS data wrangling 2) Environmental data wrangling 3) Hmsc modelling and evaluation 4) Plotting 5) Predicting and mapping Outputs, including predictive maps, from the Hmsc model are also publicly available.

Notes

Credit
Australian Antarctic Program

Issued: 07 03 2025

Data time period: 2000-01-01 to 2016-12-31

This dataset is part of a larger collection

Click to explore relationships graph
Help

Related Organisations

Related People

78.9917,-50.72559 78.9917,-55.93959 69.63135,-55.93959 69.63135,-50.72559 78.9917,-50.72559

74.3115235,-53.3325885

text: westlimit=69.631348; southlimit=-55.939587; eastlimit=78.991699; northlimit=-50.72559

Subjects
Agricultural and Veterinary Sciences | ANIMALS/VERTEBRATES | BENTHIC | BIOLOGICAL CLASSIFICATION | Biological Sciences | CLIMATE CHANGE IMPACT ASSESSMENT MODELS | EARTH SCIENCE | EARTH SCIENCE SERVICES | Ecological Applications | Ecology | Environmental Sciences | Ecological Impacts of Climate Change | FISH | FISHERIES | Fisheries Sciences | Fisheries Management | Icefish | MARINE ECOSYSTEMS | MARINE ECOSYSTEMS | DEMERSAL | MODELS | Marine Planning Regions (Australia) | Marine Planning Regions (Australia) | Kerguelen | Marine and Estuarine Ecology (Incl. Marine Ichthyology) | Offshore Islands (Australia) | Offshore Islands (Australia) | Heard & McDonald Islands | Patagonia toothfish | Species distribution modeling | joint species distribution moeling | marine protected areas | oceans |

User Contributed Tags    

Login to tag this record with meaningful keywords to make it easier to discover

Other Information
(DATA DOWNLOAD - modelled current status of HIMI demersal fish (5.9GB .zip))

uri : https://data.imas.utas.edu.au/attachments/a81f6b58-2942-451a-a563-321aea49545a/AAP4501_HIMI_Demersal_Fish_HMSC.zip

Identifiers
Similar data you may be interested in: