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Levelled surface sediment geochemistry data for the North Australian Craton

Australia has a significant number of surface sediment geochemical surveys that have been undertaken by industry and government over the past 50 years. These surveys represent a vast investment and have up to now only been able to be used in isolation, independently from one another. The key to maximising the full potential of these data and the information they provide for mineral exploration, environmental management and agricultural purposes is using all the surveys together, seamlessly. These disparate geochemical surveys not only sampled various landscape elements and analysed a range of size fractions, but also used multiple analytical techniques, instrument types and laboratories. The geochemical data from these surveys require levelling to eliminate, as much as possible, non-geological variation. Using a variety of methodologies, including reanalysis of both international standards and small subsets of samples from previous surveys, we have created a seamless surface geochemical map for northern Australia, from nine surveys with 15,605 samples. We tested our approach using two surveys from the southern Thomson Orogen, which demonstrated the successful removal of inter-laboratory and other analytical variation. Creation of the new combined and levelled northern Australian dataset paves the way for the application of statistical and data analytics techniques, such as principal component analysis and machine learning, thereby maximising the value of these legacy data holdings. The methodology documented here can be applied to additional geochemical datasets as they become available.

Simple

Identification info

Date (Creation)
2020-06-10
Date (Publication)
2020-07-16T06:29:24
Citation identifier
Geoscience Australia Persistent Identifier/https://pid.geoscience.gov.au/dataset/ga/140055

Citation identifier
Digital Obejct Identifier/http://dx.doi.org/10.11636/Record.2020.017

Cited responsible party
Role Organisation / Individual Name Details
Author

Main, P.T.

Author

Champion, D.C.

Name

Record

Issue identification

RECORD 2020/017

Status
Completed
Point of contact
Role Organisation / Individual Name Details
Point of contact

Commonwealth of Australia (Geoscience Australia)

Voice
Point of contact

Main, P.T.

Resource provider

Minerals, Energy and Groundwater Division

Spatial representation type

Extent

N
S
E
W


Maintenance and update frequency
As needed

Resource format

Title

Product data repository: Various Formats

Website

Data Store directory containing the digital product files

Data Store directory containing one or more files, possibly in a variety of formats, accessible to Geoscience Australia staff only for internal purposes

theme.ANZRC Fields of Research.rdf
  • GEOCHEMISTRY

Keywords
  • EFTF

Keywords
  • Exploring For The Future

Keywords
  • North Australian Craton

Keywords
  • Geochemistry

Keywords
  • Levelled data

Keywords
  • Regolith

Keywords
  • Surface Sediment

Keywords
  • Geochemical Survey

Keywords
  • Published_External

Resource constraints

Title

Creative Commons Attribution 4.0 International Licence

Alternate title

CC-BY

Edition

4.0

Website

http://creativecommons.org/licenses/

Access constraints
License
Use constraints
License

Resource constraints

Title

Australian Government Security ClassificationSystem

Edition date
2018-11-01T00:00:00
Website

https://www.protectivesecurity.gov.au/Pages/default.aspx

Classification
Unclassified
Language
English
Character encoding
UTF8

Distribution Information

Distributor contact
Role Organisation / Individual Name Details
Distributor

Commonwealth of Australia (Geoscience Australia)

Voice
OnLine resource

Download the Record (pdf) [2.4 MB]

Download the Record (pdf) [2.4 MB]

Distribution format
  • pdf

OnLine resource

Levelled data [7.5 MB]

Levelled data [7.5 MB]

Distribution format
  • zip xlsx

Resource lineage

Statement

This data release includes data that has previously been released and subsequently modified, these are:

• NGSA ( https://pid.geoscience.gov.au/dataset/ga/82869)

• NAGS ( https://pid.geoscience.gov.au/dataset/ga/120116)

• Hedleys creek ( https://pid.geoscience.gov.au/dataset/ga/13739)

• Seigal ( https://pid.geoscience.gov.au/dataset/ga/13738)

• Mammoth Mines ( https://pid.geoscience.gov.au/dataset/ga/13899)

• George Town (data can be found at https://portal.ga.gov.au/)

• Cape York (data can be found at https://portal.ga.gov.au/)

• GSWA - Balanggarra ( http://dmpbookshop.eruditetechnologies.com.au/product/regolith-chemistry-of-the-balanggarra-area-north-kimberley-geographical-product-n14bczp.do]=)

• GSWA - Bunuba and Yuriyangem-Taam ( http://dmpbookshop.eruditetechnologies.com.au/product/regolith-chemistry-of-the-bunuba-and-yuriyangem-taam-areas-south-kimberley.do)

• GSWA - Dambimangari ( http://dmpbookshop.eruditetechnologies.com.au/product/regolith-chemistry-of-the-dambimangari-area-west-kimberley-geographical-product-n15af1zp.do)

• GSQ - Cape York ( https://qdexguest.dnrm.qld.gov.au/portal/site/qdex/search?REPORT_ID=99246).


The data release document is an updated and modified version of the Exploring for the Future extended abstract ( https://pid.geoscience.gov.au/dataset/ga/133667).

Metadata constraints

Title

Australian Government Security Classification System

Edition date
2018-11-01T00:00:00
Website

https://www.protectivesecurity.gov.au/Pages/default.aspx

Classification
Unclassified

Metadata

Metadata identifier
urn:uuid/a4ead74f-a2aa-4f3f-bb58-dfa7f3524e7b

Title

GeoNetwork UUID

Language
English
Character encoding
UTF8
Contact
Role Organisation / Individual Name Details
Point of contact

Commonwealth of Australia (Geoscience Australia)

Voice
Point of contact

Main, P.T.

Type of resource

Resource scope
Document
Name

GA Publication: Record

Alternative metadata reference

Title

Geoscience Australia - short identifier for metadata record with

uuid

Citation identifier
eCatId/140055

Metadata linkage

https://ecat.ga.gov.au:80/geonetwork/srv/eng/catalog.search#/metadata/a4ead74f-a2aa-4f3f-bb58-dfa7f3524e7b

Date info (Creation)
2020-06-10T02:08:18
Date info (Revision)
2020-06-10T02:08:18

Metadata standard

Title

AU/NZS ISO 19115-1:2014

Metadata standard

Title

ISO 19115-1:2014

Metadata standard

Title

ISO 19115-3

Title

Geoscience Australia Community Metadata Profile of ISO 19115-1:2014

Edition

Version 2.0, September 2018

Citation identifier
https://pid.geoscience.gov.au/dataset/ga/140055

 
 

Spatial extent

N
S
E
W


Keywords

EFTF Exploring For The Future Geochemical Survey Geochemistry Levelled data North Australian Craton Regolith Surface Sediment
theme.ANZRC Fields of Research.rdf
GEOCHEMISTRY

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