AndreaBozzo/ceres-open-data-index huggingface dataset:
Bool and Hacks Lagoons Landcover Model Output 2022

The Friends of Bool and Hacks Lagoon group and BirdLife Australia provided Lynker Analytics with aerial photography for the Bools and Hacks lagoon. The imagery consisted of 66 ECW files which covered the Bool lagoon at a resolution of 0.106m. In addition to the imagery, twenty-seven ground truth points were also provided to assist in the correct annotation of the eight target classes.
Lynker then manually annotated these images into a polyline annotation dataset. The classes followed by their class id are:
• Tussock 1
• Tree 2
• Sedge 3
• Reed 4
• Grasses 5
• Open Water 6
• Ground 7
• Aquatic Floating 8
Lynker used a machine learning training process called supervised learning, whereby a machine learning model is trained using example image and annotation pairs to learn the same decision outcomes on new or previously unseen images.
Machine Learning is notoriously data-hungry and model accuracy is sensitive to the quality and quantity of input data. An annotation process that used polylines to quickly develop a large dataset of positively annotated pixels was used to develop the dataset of target classes to train the supervised model.

The model’s performance on holdout data was shown to have a classification accuracy of 0.965 and mean F1 score also of 0.965. Sedge was the lowest performing class often instead being predicted to be grasses or ground. The aquatic floating class was the highest performing class in the holdout set, every pixel of this class in the holdout set was correctly predicted and no other classes were incorrectly predicted to belong to the aquatic floating class.

See raw imagery here: https://data.sa.gov.au/data/dataset/a908a10b-b3c0-40e2-a2f9-0ed3849579c7

Tags: 2022, Bool Lagoon Game Reserve, Hacks Lagoon Conservation Park, Landcover Model, Limestone Coast, inundation, vegetation, wetland
Organization: Friends of Bool and Hacks Lagoons
Major Developments Directory

The Major Developments Directory is developed by the Department for Manufacturing, Innovation, Trade, Resources and Energy (DMITRE) as a showcase of South Australian projects with a capital expenditure of $5 million or more.
This year's directory showcases a record 313 major projects underway or planned with a total value of more than $100 billion, each creating investor, supplier and work force opportunities in this state.
Find out more about the Directory at: http://www.dmitre.sa.gov.au/invest_in_south_australia/major_developments_directory

Tags: defence, development, education, energy, health, industrial, industry, infrastructure, investment, manufacturing, minerals, projects, resources, water
Organization: Department of State Development
Bool and Hacks Lagoons Raw Imagery 2022

Imagery consists of 66 ECW files which cover Bool Lagoon Game Reserve and Hacks Lagoon Conservation Park at a resolution of 0.106m. It has been divided into 9 parts. 

Also see: Bool and Hacks Lagoons Landcover Model Output 2022
https://data.sa.gov.au/data/dataset/e99ccbc7-ff9f-4ccc-b20e-ebaee2239189

Tags: 2022, Aerial Photography, Bool Lagoon Game Reserve, Hacks Lagoon Conservation Park, aerial imagery, imagery, inundation, vegetation, wetland
Organization: Friends of Bool and Hacks Lagoons
Barwon Water Recycled Water Fittings

Barwon Water recycled water assets feature layer details the
location and attributes for current and decommissioned recycled water
pipes and fittings within the Barwon Water utility network.   This data has been prepared to be shared
with external users and is licensed under <a href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons 4.0</a>.
To maintain currency, data is republished once per
month.DisclaimerBarwon Water does not provide any warranty, express or implied, as to the accuracy, completeness, currency or reliability of the data available on this site. Furthermore, Barwon Water does not provide a warranty that the scale of the maps is accurate, or that they are suitable for a specific purpose. These maps are intended for general information only. Barwon Water is not responsible and does not accept liability for any loss, expense or damage (direct or indirectly) which has arisen from reliance on any data or maps provided by Barwon Water. It is the responsibility of users of the data and maps to ensure their accuracy by independent means and to take care when undertaking works that have the potential to damage Barwon Water assets.

Tags: Barwon Water, Open Data, decommissioned, fittings, pipes, recycled water
Organization: Barwon Water
Barwon Water Decommissioned Recycled Water Fittings

Barwon Water recycled water assets feature layer details the
location and attributes for current and decommissioned recycled water
pipes and fittings within the Barwon Water utility network.   This data has been prepared to be shared
with external users and is licensed under <a href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons 4.0</a>.
To maintain currency, data is republished once per
month.DisclaimerBarwon Water does not provide any warranty, express or implied, as to the accuracy, completeness, currency or reliability of the data available on this site. Furthermore, Barwon Water does not provide a warranty that the scale of the maps is accurate, or that they are suitable for a specific purpose. These maps are intended for general information only. Barwon Water is not responsible and does not accept liability for any loss, expense or damage (direct or indirectly) which has arisen from reliance on any data or maps provided by Barwon Water. It is the responsibility of users of the data and maps to ensure their accuracy by independent means and to take care when undertaking works that have the potential to damage Barwon Water assets.

Tags: Barwon Water, Open Data, decommissioned, fittings, pipes, recycled water
Organization: Barwon Water
Department of Families, Fairness and Housing Annual Report datasets - 2023-24

The annual report provides insights into the department’s key outcomes and achievements over the past year. These datasets are extracts of the tables found in the Department of Families Fairness and Housing Annual Report 2023-24.

The department leads on child protection and family services, prevention of family violence, housing and homelessness, disability, ageing, carers, LGBTIQA+ equality, veterans, women and youth, within the Victorian Government.

Tags: Child Protection and Family Services, LGBTQIA equality, ageing, disability services, fairness, families, family violence, homelessness, housing, public housing, veterans, women, youth
Organization: Department of Families, Fairness and Housing
EPA Victoria Groundwater Quality Restriction Use Zones (GQRUZ) - Location Points

Groundwater Quality Restricted Use Zones (GQRUZ) are areas where there has been historic groundwater pollution as a result of previous industrial or other activities. These zones have been subject to clean up in line with the relevant environmental standards. However, restrictions remain on what the water can be used for if it is extracted via a groundwater bore.

A GQRUZ remains when attempts have been made to clean up the groundwater at the affected site, but full clean-up was not possible - as it is often difficult to remove 100 per cent of groundwater pollution. It also may be impractical to clean up groundwater to the level needed to restore it to its original condition. EPA then identifies restrictions that should remain on how the water can be used without further treatment.

GQRUZ do not represent a comprehensive list of all sites where groundwater quality may not be suitable for use. Rather, they represent locations where EPA has formally recognised that groundwater is polluted, following site investigations under EPA's environmental audit program. Other sources of information on groundwater quality include EPA's Priority Sites Register, which lists sites which are currently undergoing clean-up under EPA's compliance and enforcement activities.

Every effort has been made to ensure the accuracy of the GQRUZ data published. EPA will not be held liable or responsible for any errors, or for any loss incurred from reliance on this data. Further information about a GQRUZ can be found in the audit report for the selected site.

This dataset mirrors the GQRUZ data available on EPA's website interaction portal, but may not be up to date due to data transfer processes. For the most up to date data, go to EPA's website interaction portal.

Tags: environment
Organization: Environment Protection Authority Victoria
Park Reserve Sport Light

This dataset has been replaced by "<b>Casey_Asset_Lights_Pt_T1EAM</b>" on 8/12/2025 and will be removed on 19/12/2025.

This dataset provides the information about Sport Light Assets in the City of Casey, extracted from the City of Casey's Asset Management System and GIS databases.

This dataset has been replaced with the "Casey maintained Lights" for Park Reserve, Sport and Car Park lighting.

Tags: assets, community, enivornmental, light-sport, park, recreation, sport
Organization: City of Casey
Carpark Lights

This dataset has been replaced by "Casey_Asset_Lights_Pt_T1EAM" on 8/12/2025 and will be removed on 19/12/2025.

This dataset provides the locations of the Carpark Light Assets that are located in the City of Casey, extracted from the City of Casey's Asset Management System and GIS databases.

This dataset has been replaced with the "Casey maintained Lights" for Park Reserve, Sport and Car Park lighting.

Tags: assets, carparks, community, infrastructure, lights, parking
Organization: City of Casey
Barwon Water Water Fittings

Barwon Water water assets feature layer details the location and attributes for current and decommissioned water pipes and fittings within the Barwon Water utility network.  This data has been prepared to be shared with external users and is licensed under Creative Commons 4.0.To maintain currency, data is republished once per month.DisclaimerBarwon Water does not provide any warranty, express or implied, as to the accuracy, completeness, currency or reliability of the data available on this site. Furthermore, Barwon Water does not provide a warranty that the scale of the maps is accurate, or that they are suitable for a specific purpose. These maps are intended for general information only. Barwon Water is not responsible and does not accept liability for any loss, expense or damage (direct or indirectly) which has arisen from reliance on any data or maps provided by Barwon Water. It is the responsibility of users of the data and maps to ensure their accuracy by independent means and to take care when undertaking works that have the potential to damage Barwon Water assets.

Tags: Barwon Water, Open Data, decommissioned, fittings, pipes, water
Organization: Barwon Water
State Library of Queensland - Photographs 1914-1918

Images and metadata from State Library of Queensland's collection, which are out of copyright, and from the period 1914-1918. 

Also available in State Library’s library catalogue http://onesearch.slq.qld.gov.au  

Explore State Library’s events, programs and services at https://slq.qld.gov.au 

Tags: First World War, GovHack 2018, State Library of Queensland, WW1, World War 1, photographs
Organization: State Library of Queensland
EPA Victoria Groundwater Quality Restriction Use Zones (GQRUZ) - Location Polygons

Groundwater Quality Restricted Use Zones (GQRUZ) are areas where there has been historic groundwater pollution as a result of previous industrial or other activities. These zones have been subject to clean up in line with the relevant environmental standards. However, restrictions remain on what the water can be used for if it is extracted via a groundwater bore.

A GQRUZ remains when attempts have been made to clean up the groundwater at the affected site, but full clean-up was not possible - as it is often difficult to remove 100 per cent of groundwater pollution. It also may be impractical to clean up groundwater to the level needed to restore it to its original condition. EPA then identifies restrictions that should remain on how the water can be used without further treatment.

GQRUZ do not represent a comprehensive list of all sites where groundwater quality may not be suitable for use. Rather, they represent locations where EPA has formally recognised that groundwater is polluted, following site investigations under EPA's environmental audit program. Other sources of information on groundwater quality include EPA's Priority Sites Register, which lists sites which are currently undergoing clean-up under EPA's compliance and enforcement activities.

Every effort has been made to ensure the accuracy of the GQRUZ data published. EPA will not be held liable or responsible for any errors, or for any loss incurred from reliance on this data. Further information about a GQRUZ can be found in the audit report for the selected site.

This dataset mirrors the GQRUZ data available on EPA's website interaction portal, but may not be up to date due to data transfer processes. For the most up to date data, go to EPA's website interaction portal.

Tags: environment
Organization: Environment Protection Authority Victoria
Barwon Water Recycled Water Assets

Barwon Water recycled water assets feature layer details the
location and attributes for current and decommissioned recycled water
pipes and fittings within the Barwon Water utility network.   This data has been prepared to be shared
with external users and is licensed under <a href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons 4.0</a>.
To maintain currency, data is republished once per
month.DisclaimerBarwon Water does not provide any warranty, express or implied, as to the accuracy, completeness, currency or reliability of the data available on this site. Furthermore, Barwon Water does not provide a warranty that the scale of the maps is accurate, or that they are suitable for a specific purpose. These maps are intended for general information only. Barwon Water is not responsible and does not accept liability for any loss, expense or damage (direct or indirectly) which has arisen from reliance on any data or maps provided by Barwon Water. It is the responsibility of users of the data and maps to ensure their accuracy by independent means and to take care when undertaking works that have the potential to damage Barwon Water assets.

Tags: Barwon Water, Open Data, decommissioned, fittings, pipes, recycled water
Organization: Barwon Water
State Library of Queensland - Collection items in Aboriginal and Torres Strait Islander languages

Bibliographic metadata for over 1400 collection items identified in Aboriginal and Torres Strait Islander languages at State Library of Queensland. 

State Library is committed to raise awareness and act to preserve and promote Aboriginal and Torres Strait Islander languages in Australia. To date, we have identified over 90 Aboriginal and Torres Strait Islander languages in more than 1400 State Library collection items. These language materials are books, music, computer files, journals, visual works and archival collections.  

The metadata in these records is the key to users discovering and accessing language materials inside and outside the library catalogue. In 2019, the metadata was enhanced with updated reference names and codes as part of the AUSTLANG national code-a-thon. The AUSTLANG database is managed by the Australian Institute of Aboriginal and Torres Strait Islander Studies and includes geographic, historical, classification and research information about each identified Aboriginal and Torres Strait Islander language. 

Additional information about Indigenous Languages at State Library is available at: https://www.slq.qld.gov.au/discover/first-nations-cultures/aboriginal-and-torres-strait-islander-languages 

Also available in State Library’s library catalogue http://onesearch.slq.qld.gov.au 

Explore State Library’s events, programs and services at https://slq.qld.gov.au 

Tags: Aboriginal and Torres Strait Islander, GovHack 2019, Queensland, State Library of Queensland, catalogue, indigenous, indigenous languages, language, libraries, library
Organization: State Library of Queensland
Historical average yearly rainfall isohyets -1920 to 1969 - Queensland

This historical legacy dataset depicts the 50-year mean annual rainfall isohyets (contours) over Queensland for the period 1920 to 1969. The dataset was a project activity, and produced from the mean annual rainfall of as many locations as possible including private collections. Incomplete datasets were <code>made whole</code> by calculating values for missing periods through correlation with adjacent rainfall stations.

Organization: Local Government, Water and Volunteers
Park Reserve Signage (2011 & 2012)

This dataset has been replaced by "Park Reserve Signage Pt_T1EAM" on 9/12/2025 and will be removed on 19/12/2025.

This dataset provides the information and direction of the Park Sign Assets in the City of Casey, extracted from the City of Casey's Asset Management System and GIS databases.

Tags: assets, community, enivornmental, park, recreation, sign, signages
Organization: City of Casey
Paediatric emergency departments

Summary file of paediatric emergency departments with information on activity and performance measures by hospital, for patients under 14. Hospital performance and open data are updated quarterly.

Data prior to March 2023 is separated into 3 summaries each quarter. From March 2023 the quarterly data is combined into one summary. 

Data prior to October 2020 can be found here: 

https://www.data.qld.gov.au/dataset/paediatric-emergency-departments-pre-oct-20

Tags: Queensland Heath, emergency department, government, health
Organization: Queensland Health
Intensive Landscaping

This dataset has been replaced by "<b>Landscaping_Intensive_Ply</b>" on 8/12/2025 and will be removed on 19/12/2025.



This dataset provides the locations of the Intensive Landscaping Assets in the City of Casey, extracted from the City of Casey's Asset Management System and GIS databases.

Tags: assets, countryside, enivornmental, landscape, outlook, planning, scenery
Organization: City of Casey
Census of the Queensland Flora 2017

Names, distributions and status of Queensland plants, algae, fungi, lichens and cyanobacteria, based on the Queensland Herbarium database 'Herbrecs'.
Please refer to <a href="http://www.qld.gov.au/environment/plants-animals/plants/herbarium/flora-census/index.html" title="Flora census web page">Flora census web page</a>  page for further information. See also the <a href="https://data.qld.gov.au/dataset/botanical-dictionary-queensland-2018">Botanical Dictionary</a> for use with spell checkers.

Tags: census, flora, science
Organization: Environment, Tourism, Science and Innovation
Joint protocol to reduce the contact of people with disability in supported accommodation with the criminal justice system fact sheet

No notes provided

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>New South Wales Ombudsman</li>
</ul>

Tags: New South Wales Ombudsman
Organization: NSW Government
Managing IT Services Contracts

Auditor-General's Report to Parliament, Performance Audit Branch.

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>Audit Office of New South Wales</li>
</ul>

Tags: Audit Office of New South Wales
Organization: NSW Government
Board of Fire Commissioners of New South Wales Seventy-fifth Annual Report For the year ended 31 December, 1984

No notes provided

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>Board of Fire Commissioners</li>
</ul>

Tags: Board of Fire Commissioners
Organization: NSW Government
Government Gazette of the State of New South Wales Week No. 39/2011

The New South Wales Government Gazette is the official channel for the circulation of Proclamations, Regulations, Government Notices, Private Legal Advertisements and other matters required to be published in the Government Gazette under the Statutes of New South Wales Government.

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>Department of Premier and Cabinet</li>
</ul>

Tags: Department of Premier and Cabinet
Organization: NSW Government
Government Gazette of the State of New South Wales Week No. 36/2007

The New South Wales Government Gazette is the official channel for the circulation of Proclamations, Regulations, Government Notices, Private Legal Advertisements and other matters required to be published in the Government Gazette under the Statutes of New South Wales Government.

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>Department of Premier and Cabinet</li>
</ul>

Tags: Department of Premier and Cabinet
Organization: NSW Government
Weekly Economic Calendar for the week commencing 09 September 2013

This Calendar shows future release dates of key economic data and publications used by NSW Treasury for monitoring and analysis.

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>Treasury</li>
</ul>

Tags: Treasury, calendar, economic, nsw treasury
Organization: NSW Government
Volume Eight 2016 Report on Premier and Cabinet

Auditor-Generals' Reports to Parliament, Financial Audit

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>Audit Office of New South Wales</li>
</ul>

Tags: Audit Office of New South Wales
Organization: NSW Government
Ministry of Transport Annual Report 2008-09

No notes provided

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>Transport Co-ordination Authority  Ministry of Transport</li>
</ul>

Tags: Transport Co-ordination Authority  Ministry of Transport
Organization: NSW Government
Government Gazette of the State of New South Wales Week No. 21/2005

The New South Wales Government Gazette is the official channel for the circulation of Proclamations, Regulations, Government Notices, Private Legal Advertisements and other matters required to be published in the Government Gazette under the Statutes of New South Wales Government.

<strong>Note:</strong> This resource was originally published on opengov.nsw.gov.au. The OpenGov website has been retired. If you have any questions, please contact the Agency Services team at transfer@mhnsw.au

<strong>Agency</strong>
<ul>
<li>Department of Premier and Cabinet</li>
</ul>

Tags: Department of Premier and Cabinet
Organization: NSW Government