AndreaBozzo/ceres-open-data-index huggingface dataset:
WAMSI Node 3.2.2b - Diversity, abundance and distribution of intertidal invertebrate species in the Ningaloo Marine Park - Small giant clams (Tridacna maxima)

A quantitative pilot study of the composition of the benthic community of macro-invertebrates on intertidal rocky platforms was undertaken to: 
a) provide detailed information on variation in biodiversity along the length of the Ningaloo Marine Park; and 
b) determine the appropriate design of a monitoring protocol powerful enough to determine predefined levels of change.  
As part of the larger WAMSI Node 3.2.2b study there was specific sampling of small giant clams (Tridacna maxima).  Data available includes


Lengths of small giant clams (Tridacna maxima) mapped at 20 sites (3119 rows x 11 columns including identifying information for each length):
[WAMSI3.2.2bGiantClams.csv]


GPS readings as UTM values for locations of transects used to map positions of Tridacna maxima (giant clams) (404 rows x 6 columns, including sample identification information):
[WAMSI3.2.2bTridacnaUTM.csv]


Shoreward, southern corners of Transect 1 and some others for areas where Tridacna maxima were measured as reported in Research Chapter 4.
[WAMSI3.2.2bGiantClams.kmz]
Data files come with metadata / descriptions of the column titles and codes.

Organization: Western Australian Marine Science Institution
Early Townsite of Northam 1871

AU WA S235- cons3868 270 
Northam 13. Compilation Plan of Northam Townsite showing the Avon and Mortlock Rivers by C.H. Roe. Various Lots by F.T. Gregory and others. [scale: 8 chains to an inch, Tally No. 005739].
Further Information available from State Records Office.
Series S235 - ORIGINAL PLANS - TOWNSITES 

Tags: early, historical, site, town
Organization: State Records Office of Western Australia
Tandem Drive Network 3.3 Intersections

RAV Network information periodically changes with additions or removal of data and users should confirm that information is current and accurate. The RAV Network Road Tables and RAV Mapping Tool can be found on the Main Roads Western Australia website, refer Hyperlink below.https://www.mainroads.wa.gov.au/heavy-vehicles/Main Roads Open Data: Restricted Access Networkshttps://portal-mainroads.opendata.arcgis.com/pages/hvs-networksUpdate Frequency: WeeklySpatial Coverage: Western AustraliaLegalYou are accessing this data pursuant to a Creative Commons (Attribution) Licence which has a disclaimer of warranties and limitation of liability. You accept that the data provided pursuant to the Licence is subject to changes. Main Roads WA website is the official and current source of RAV Network data.Pursuant to section 3 of the Licence you are provided with the following notice to be included when you Share the Licenced Material and when you Share your Adapted Material: The Commissioner of Main Roads is the creator and owner of the data and Licenced Material, which is accessed pursuant to a Creative Commons (Attribution) Licence, which has a disclaimer of warranties and limitation of liability. Main Roads WA website is the official and current source of RAV Network data.Licensinghttps://creativecommons.org/licenses/by/4.0/legalcode

Tags: HVS, RAV, Tandem Drive Concessional Lvl 3, Tandem Drive Networks
Organization: Main Roads Western Australia
WAMSI 2 - Kimberley Node - Project 1.5 - Kimberley Indigenous Saltwater Science Project (KISSP)

The Kimberley Indigenous Saltwater Science Project (KISSP) has produced a range of documents that seek to build capacity for collaborative management of Kimberley Saltwater Country.
Seven products were produced:
1) Mobilising Indigenous Knowledges for Collaborative Management of Kimberley Saltwater Country
2) Guidelines for Collaborative Knowledge Work in Kimberley Saltwater Country 
3) Collaborative Science on Kimberley Saltwater Country, A Guide for Researchers
4) Kimberley Saltwater Country Research Proposal (Natural &amp; Cultural Resource Management) 
5) A Regional Framework for Saltwater Monitoring in the Kimberley
6) A Toolbox for Saltwater Monitoring in the Kimberley
7) Saltwater Monitoring Fundamentals (A) – Building a Knowledge Base Together

Organization: Western Australian Marine Science Institution
Floreat-f1 - Orthomosaic - Aug 2021

The first capture of the area surrounding the Floreat Surf Life Saving Club, these sand dunes were captured by UAV imagery on 17th Aug 2021 for the Cambridge Coastcare beach dune modelling and monitoring project. It was created as part of an initiative to innovatively monitor coastal dune erosion and visualize these changes over time for future management and mitigation. This data includes Orthomosaic, DSM, DTM, Elevation Contours, 3D Mesh, 3D Point Cloud and LiDAR constructed from over 500 images captured from UAV (drone) and processed in Pix4D. All datasets can be freely accessed through DataWA.
Link to Animated video fly-through of this 3D data model
Link to the Sketchfab visualisation of the 3D textured mesh
The dataset is a 2cm Orthomosaic (GeoTIFF &amp; JP2000) of the Floreat SLSC and South Floreat carpark (2021 Flight-1 project area).

Tags: 3d, beach, beachface, blowout, change, coast, coastal, coastline, drift, drone, dune, erosion, foreshore, habitat, management, marine, movements, orthomosaic, photogrammetry, protection, restoration, sand, shoreline, uav, vegetation, wa
Organization: Cambridge Coastcare
Floreat-f3 - Raster DSM GeoTIFF - Aug 2022

The second capture of the Floreat beach pipeline, these sand dunes were captured by UAV imagery on 24th Aug 2022 for the Cambridge Coastcare beach dune modelling and monitoring project. It was created as part of an initiative to innovatively monitor coastal dune erosion and visualize these changes over time for future management and mitigation. This data includes Orthomosaic, DSM, DTM, Elevation Contours, 3D Mesh, 3D Point Cloud and LiDAR constructed from over 500 images captured from UAV (drone) and processed in Pix4D. All datasets can be freely accessed through DataWA.
Link to Animated video fly-through of this 3D data model
Link to the Sketchfab visualisation of the 3D textured mesh
The dataset is a Digital Surface Model (DSM) of the Floreat pipeline and surrounding dunes (2022 Flight-3 project area).

Tags: 3d mesh, DSM, DTM, LiDAR, beach, beachface, blowout, change, coast, coastal, coastline, contours, drift, drone, dune, foreshore, habitat, management, marine, movements, orthomosaic, photogrammetry, protection, restoration, sand, shoreline, uav, vegetation, wa
Organization: Cambridge Coastcare
Floreat-f3 - Raster DSM GeoTIFF - Aug 2021

The fifth capture of the Floreat dog beach, these sand dunes were captured by UAV imagery on 17th Aug 2021 for the Cambridge Coastcare beach dune modelling and monitoring project. It was created as part of an initiative to innovatively monitor coastal dune erosion and visualize these changes over time for future management and mitigation. This data includes Orthomosaic, DSM, DTM, Elevation Contours, 3D Mesh, 3D Point Cloud and LiDAR constructed from over 500 images captured from UAV (drone) and processed in Pix4D. All datasets can be freely accessed through DataWA.
Link to Animated video fly-through of this 3D data model
Link to the Sketchfab visualisation of the 3D textured mesh
The dataset is a 10cm Digital Surface Model (DSM) of the Floreat dog beach (2021 Flight-3 project area).

Tags: 3d, beach, beachface, blowout, change, coast, coastal, coastline, drift, drone, dsm, dune, foreshore, habitat, management, marine, movements, photogrammetry, pointcloud, protection, restoration, sand, shoreline, uav, vegetation, wa
Organization: Cambridge Coastcare
WAMSI Node 1.1.1 - Downscaled hydrodynamic models

This work describes the physical oceanography at successively smaller scales, from that of the eastern Indian Ocean, to the shelf from NW Cape to Cape Leeuwin, down to the Marmion lagoon. At the largest scale, the primary tool is the global Ocean Forecasting Australia Model (OFAM), that has coarse (&gt;2 degree) resolution distant from Australia, but has 0.1 degree (~10 km) resolution in the Australasian region. Being global, OFAM simulates the longshore pressure gradient, largely due to the Indonesian Throughflow, that drives the Leeuwin Current southward along the shelf break of the WA coast. The model provides good qualitative representation of the Leeuwin Current and its associated eddies but, at 10 km resolution, tends to underestimate the current speeds on the shelf and cross-shore fluxes. OFAM output has been corrected with observations (in a separate CSIRO project) and archived to provide nearly 2 decades of ocean conditions. As a prelude to later biological investigations, it is used to investigate the longshore connectivity of shelf waters, demonstrating that the shelf can be classified into several sections of alternating low and high retention. At this scale, openocean swells are important, with biological particles near the surface being driven north-east under their influence. At the next level, the Rutgers Ocean Modelling System (ROMS) is nested inside OFAM, covering the southern west shelf, with resolution down to 2 km near the coast. ROMS produces similar patterns of circulation to OFAM, but the Leeuwin Current and inshore wind-driven currents are narrower and stronger. The ROMS model is used primarily to drive a model of primary productivity over the shelf. ROMS produces eddies that correspond well with those observed in sea-surface temperature images, and also shows instances of intermittent upwelling along the shelf break. Upwelling and eddy transport prove to be significant mechanisms for moving nutrients and phytoplankton on and off the shelf, respectively. At the scale of the Marmion lagoon, surface waves breaking on the reefs drive currents in the lagoon. The present study incorporated a year-long measurement program to quantify the reef and lagoon circulation. At low wave heights, the lagoonal circulation is driven primarily by longshore winds. However, when the incoming waves are higher than about 1.5 m, they break on the reef, carrying water into the lagoon, and causing currents to the north and south out of the lagoon. Modelling of reef dynamics requires very high resolution, down to tens of metres, and a model that includes both waves and currents. Two model configurations have been used in the present study: ROMS together with the wave model SWAN, and Xbeach, a littoral-zone model still under development at Delft University. Xbeach accurately represents the lagoonal dynamics.

Organization: Western Australian Marine Science Institution
Floreat-f1 - Raster DTM GeoTIFF - Aug 2022

The second capture of the area surrounding the Floreat Surf Life Saving Club, these sand dunes were captured by UAV imagery on 24th Aug 2022 for the Cambridge Coastcare beach dune modelling and monitoring project. It was created as part of an initiative to innovatively monitor coastal dune erosion and visualize these changes over time for future management and mitigation. This data includes Orthomosaic, DSM, DTM, Elevation Contours, 3D Mesh, 3D Point Cloud and LiDAR constructed from over 500 images captured from UAV (drone) and processed in Pix4D. All datasets can be freely accessed through DataWA.
Link to Animated video fly-through of this 3D data model
Link to the Sketchfab visualisation of the 3D textured mesh
The dataset is a 10cm Digital Terrain Model (DTM) of the Floreat SLSC and South Floreat carpark (2022 Flight-1 project area).

Tags: 3d, beach, beachface, blowout, change, coast, coastal, coastline, contours, drift, drone, dtm, dune, foreshore, habitat, management, marine, movements, orthomosaic, photogrammetry, protection, restoration, sand, shoreline, uav, vegetation, wa
Organization: Cambridge Coastcare
Tandem Drive Network 5 Without Conditions

RAV Network information periodically changes with additions or removal of data and users should confirm that information is current and accurate. The RAV Network Road Tables and RAV Mapping Tool can be found on the Main Roads Western Australia website, refer Hyperlink below.https://www.mainroads.wa.gov.au/heavy-vehicles/Main Roads Open Data: Restricted Access Networkshttps://portal-mainroads.opendata.arcgis.com/pages/hvs-networksUpdate Frequency: WeeklySpatial Coverage: Western AustraliaLegalYou are accessing this data pursuant to a Creative Commons (Attribution) Licence which has a disclaimer of warranties and limitation of liability. You accept that the data provided pursuant to the Licence is subject to changes. Main Roads WA website is the official and current source of RAV Network data.Pursuant to section 3 of the Licence you are provided with the following notice to be included when you Share the Licenced Material and when you Share your Adapted Material: The Commissioner of Main Roads is the creator and owner of the data and Licenced Material, which is accessed pursuant to a Creative Commons (Attribution) Licence, which has a disclaimer of warranties and limitation of liability. Main Roads WA website is the official and current source of RAV Network data.Licensinghttps://creativecommons.org/licenses/by/4.0/legalcode

Tags: HVS, RAV, Tandem Drive 1-10, Tandem Drive Networks
Organization: Main Roads Western Australia
Richard Woldendorp Collection of Photographs

A large collection of photographs taken by photographer, Richard Woldendorp, including a wide variety of images of people, buildings, places, industries, sport and entertainment in Western Australia.The photographs were taken between 1958 - 2006. The images can be accessed via the urls provided in the data.
Richard Woldendorp was born in Utrecht, The Netherlands in 1927 and migrated to Perth in 1951. His long association with photography began in 1955 when he purchased a camera for a trip back to The Netherlands. Woldendorp's fascination with photography and skill rapidly grew and in 1961 won first and third prizes in the Craven-A National Photographic competition. As a professional photographer Woldendorp was intrigued by Australia's landscapes with a special passion for aerial photography. In 1991 Woldendorp was made a Fellow of the Australian Institute of Professional Photography, then in 1998 was admitted as a Honorary Life Member to the Australian Commerical and Media Photographers (A.C.M.P.), then to the A.C.M.P. Hall of Fame. In 2004 Richard Woldendorp was named a Western Australian Living Treasure.

Tags: building photographs, historical photographs, sport photographs
Organization: State Library of Western Australia
Floreat-f3 - LiDAR LAS - Aug 2022

The second capture of the Floreat beach pipeline, these sand dunes were captured by UAV imagery on 24th Aug 2022 for the Cambridge Coastcare beach dune modelling and monitoring project. It was created as part of an initiative to innovatively monitor coastal dune erosion and visualize these changes over time for future management and mitigation. This data includes Orthomosaic, DSM, DTM, Elevation Contours, 3D Mesh, 3D Point Cloud and LiDAR constructed from over 500 images captured from UAV (drone) and processed in Pix4D. All datasets can be freely accessed through DataWA.
Link to Animated video fly-through of this 3D data model
Link to the Sketchfab visualisation of the 3D textured mesh
This LiDAR dataset is a 3D point cloud (i.e. a 3D set of points in .LAS format): the X,Y,Z position and colour information is stored for each point of the point cloud of the Floreat pipeline and surrounding dunes (2022 Flight-3 project area).

Tags: 3d mesh, DSM, DTM, LiDAR, beach, beachface, blowout, change, coast, coastal, coastline, contours, drift, drone, dune, foreshore, habitat, management, marine, movements, orthomosaic, photogrammetry, protection, restoration, sand, shoreline, uav, vegetation, wa
Organization: Cambridge Coastcare
PBS Tri Drive Quad Axle Network 2B.3 Bridges

RAV Network information periodically changes with additions or removal of data and users should confirm that information is current and accurate. The RAV Network Road Tables and RAV Mapping Tool can be found on the Main Roads Western Australia website, refer Hyperlink below.https://www.mainroads.wa.gov.au/heavy-vehicles/Main Roads Open Data: Restricted Access Networkshttps://portal-mainroads.opendata.arcgis.com/pages/hvs-networksUpdate Frequency: WeeklySpatial Coverage: Western AustraliaLegalYou are accessing this data pursuant to a Creative Commons (Attribution) Licence which has a disclaimer of warranties and limitation of liability. You accept that the data provided pursuant to the Licence is subject to changes. Main Roads WA website is the official and current source of RAV Network data.Pursuant to section 3 of the Licence you are provided with the following notice to be included when you Share the Licenced Material and when you Share your Adapted Material: The Commissioner of Main Roads is the creator and owner of the data and Licenced Material, which is accessed pursuant to a Creative Commons (Attribution) Licence, which has a disclaimer of warranties and limitation of liability. Main Roads WA website is the official and current source of RAV Network data.Licensinghttps://creativecommons.org/licenses/by/4.0/legalcode

Tags: HVS, PBS Tri Drive Networks, PBS Tri Drive Quad Axle Lvl 3, RAV
Organization: Main Roads Western Australia
Floreat-f4 - Contour lines SHP - Aug 2022

The sixth capture of the Floreat dog beach, these sand dunes were captured by UAV imagery on 24th Aug 2022 for the Cambridge Coastcare beach dune modelling and monitoring project. It was created as part of an initiative to innovatively monitor coastal dune erosion and visualize these changes over time for future management and mitigation. This data includes Orthomosaic, DSM, DTM, Elevation Contours, 3D Mesh, 3D Point Cloud and LiDAR constructed from over 500 images captured from UAV (drone) and processed in Pix4D. All datasets can be freely accessed through DataWA.
Link to Animated video fly-through of this 3D data model
Link to the Sketchfab visualisation of the 3D textured mesh
The dataset is a DTM Elevation Contour shapefile of the Floreat dog beach (2022 Flight-4 project area). Contours are taken from MSL (AHD) at 1 metre elevation intervals.

Tags: 3d mesh, DSM, DTM, LiDAR, beach, beachface, blowout, change, coast, coastal, coastline, contours, drift, drone, dune, foreshore, habitat, management, marine, movements, orthomosaic, photogrammetry, protection, restoration, sand, shoreline, uav, vegetation, wa
Organization: Cambridge Coastcare
Floreat-f1 - Raster DTM GeoTIFF - Aug 2021

The first capture of the area surrounding the Floreat Surf Life Saving Club, these sand dunes were captured by UAV imagery on 17th Aug 2021 for the Cambridge Coastcare beach dune modelling and monitoring project. 
It was created as part of an initiative to innovatively monitor coastal dune erosion and visualize these changes over time for future management and mitigation. 
The project data includes Orthomosaic, DSM, DTM, Elevation Contours, 3D Mesh, 3D Point Cloud and LiDAR constructed from over 500 images captured from UAV (drone) and processed in Pix4D. All datasets can be freely accessed through DataWA.
Link to Animated video fly-through of this 3D data model
Link to the Sketchfab visualisation of the 3D textured mesh
The dataset is a 10cm Digital Terrain Model (DTM) of the South Floreat SLSC (2021 Flight-1 project area).

Tags: 3D, DTMs, beach, beachface, blowout, change, coast, coastal, coastline, drift, drone, dune, erosion, foreshore, habitat, management, marine, movements, orthomosaic, photogrammetry, protection, restoration, sand, shoreline, uav, vegetation, wa
Organization: Cambridge Coastcare
Tandem Drive Network 6 Intersections

RAV Network information periodically changes with additions or removal of data and users should confirm that information is current and accurate. The RAV Network Road Tables and RAV Mapping Tool can be found on the Main Roads Western Australia website, refer Hyperlink below.https://www.mainroads.wa.gov.au/heavy-vehicles/Main Roads Open Data: Restricted Access Networkshttps://portal-mainroads.opendata.arcgis.com/pages/hvs-networksUpdate Frequency: WeeklySpatial Coverage: Western AustraliaLegalYou are accessing this data pursuant to a Creative Commons (Attribution) Licence which has a disclaimer of warranties and limitation of liability. You accept that the data provided pursuant to the Licence is subject to changes. Main Roads WA website is the official and current source of RAV Network data.Pursuant to section 3 of the Licence you are provided with the following notice to be included when you Share the Licenced Material and when you Share your Adapted Material: The Commissioner of Main Roads is the creator and owner of the data and Licenced Material, which is accessed pursuant to a Creative Commons (Attribution) Licence, which has a disclaimer of warranties and limitation of liability. Main Roads WA website is the official and current source of RAV Network data.Licensinghttps://creativecommons.org/licenses/by/4.0/legalcode

Tags: HVS, RAV, Tandem Drive 1-10, Tandem Drive Networks
Organization: Main Roads Western Australia
WAMSI 2 - Dredging Node - 3.3 - Transport Processes (Field)

This sub-project 'Transport Processes' - Project 3.3 aims to build on ‘conventional’ knowledge and formulations of sediment transport over open (bare) sandy beds, to develop new transport formulations applicable to a broad range of bottom types. 
The objectives of sub-project 3.3 are therefore to; 
1) Develop new fundamental empirical relationships of sediment deposition and erosion rates applicable to a range of habitat types (e.g. coral reefs, seagrasses, etc.) as function of local hydrodynamics (waves and currents), physical properties of the sediment and bottom roughness/canopy characteristics.
2) Provide direct field measures of sediment fluxes, settlement and resuspension rates (both natural and dredge-generated) under real hydrodynamic forcing.
3) Incorporate new sediment transport routines applicable to a range of habitat types (developed in (1) and (2), within a community (open source) hydrodynamic and sediment transport model such as Delft3D or ROMS. In the future this new module could then easily be incorporated into any existing model.
This metadata focussed specifically on the field experiments which occurred at Thevenard Island, central Pilbara and Northern Ningaloo Reef

Organization: Western Australian Marine Science Institution
Tandem Drive 9.1 With Conditions

RAV Network information periodically changes with additions or removal of data and users should confirm that information is current and accurate. The RAV Network Road Tables and RAV Mapping Tool can be found on the Main Roads Western Australia website, refer Hyperlink below.https://www.mainroads.wa.gov.au/heavy-vehicles/Main Roads Open Data: Restricted Access Networkshttps://portal-mainroads.opendata.arcgis.com/pages/hvs-networksUpdate Frequency: WeeklySpatial Coverage: Western AustraliaLegalYou are accessing this data pursuant to a Creative Commons (Attribution) Licence which has a disclaimer of warranties and limitation of liability. You accept that the data provided pursuant to the Licence is subject to changes. Main Roads WA website is the official and current source of RAV Network data.Pursuant to section 3 of the Licence you are provided with the following notice to be included when you Share the Licenced Material and when you Share your Adapted Material: The Commissioner of Main Roads is the creator and owner of the data and Licenced Material, which is accessed pursuant to a Creative Commons (Attribution) Licence, which has a disclaimer of warranties and limitation of liability. Main Roads WA website is the official and current source of RAV Network data.Licensinghttps://creativecommons.org/licenses/by/4.0/legalcode

Tags: HVS, RAV, Tandem Drive Concessional Lvl 1, Tandem Drive Networks
Organization: Main Roads Western Australia