AndreaBozzo/ceres-open-data-index huggingface dataset:
NSW Forest Monitoring and Improvement Program Biodiversity Model Outputs: SOMs, Maxent & NARCliM (Climate) Projections

This dataset contains a series of spatial outputs describing probabilistic species predictive occupancy (Species Occupancy Models, or SOM) &amp; habitat suitability (Maximum Entropy, or Maxent) surfaces, the underlying data used to calculate these models &amp; model projections predicting the impact of climate change on flora Maxent surfaces. 

Model outputs are combination outputs dependent on known species occurrence in the landscape, the species relationship with environmental variables (covariates) such as temperature, rainfall and topography; and its predicted occurrence based on covariate analysis. Maxent models do not predict actual occupancy, but rather habitat suitability, while SOMs predict actual occupancy. confounding factors such as inter-species competition, geographical barriers and disturbance events play a significant role in species occurrence, and are not considered in Maxent or SOM.
Flora Maxent climate change projections used NSW and Australian Regional Climate Modelling (NARCliM) variables to predict habitat suitability for a baseline year 2000 and projections for 2030 and 2070.

Covariates, Fauna &amp; Flora survey records used to create the models are included.

More detailed information regarding each model, its processes and outputs are included in the dataset.

A web mapping application on the NSW Spatial Collaboration Portal depicts Maxent &amp; SOM of a selected group of vulnerable Flora &amp; Fauna from this dataset. Access the webapp through the link below:

https://portal.spatial.nsw.gov.au/portal/home/item.html?id=78e6ae3d34aa45d2b8118fd0308d6459

Tags: Fauna, Flora, Maxent Modelling, Maximum Entropy, NARCliM, Occupancy Modelling, RFA, SOM
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Great Western Woodlands Weather Station Data 2012 - 2016

Data on weather conditions at the Great Western Woodlands site collected between 2012 - 2016.  Data includes half-hourly records of radiation and net radiation at 3 m (2012) and 36 m (2013 - 2016), mean wind speed and wind direction at 3 m (2012) and 36 m (2013 - 2016), air temperature and relative humidity at 3 m (2012) and 36 m (2013 - 2016), atmospheric pressure at 3 m (2012) and 36 m (2013 - 2016), ground heat flux at -8cm, and rainfall at 0.5m

Tags: Climate, GWW, Great Western Woodlands, Solar radiation, Temperature, Weather station
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Wombat Stringybark Eucalypt Stem Diameter, Height and Aboveground Woody Biomass Data

This data contains stem diameter, height measurement and above ground living biomass calculations for a Stringybark Eucalypt dominated woodland.  Diameter and height measurements for stems ≥10cm diameter at breast height were sampled in 2014 and 2018 within the core 1 ha plot within the Wombat Stringybark Eucalypt site.

Tags: Diameter, Height, Wombat Stringybark Eucalypt
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Soil and Landscape Grid National Soil Attribute Maps - pH (Water) (3" resolution) - Release 1

This is Version 1 of the Australian pH (Water) product of the Soil and Landscape Grid of Australia.

The map gives a modelled estimate of the spatial distribution of soil pH (1:5 soil water solution) in soils across Australia.

The Soil and Landscape Grid of Australia has produced a range of digital soil attribute products. Each product contains six digital soil attribute maps, and their upper and lower confidence limits, representing the soil attribute at six depths: 0-5&nbsp;cm, 5-15&nbsp;cm, 15-30&nbsp;cm, 30-60&nbsp;cm, 60-100&nbsp;cm and 100-200&nbsp;cm. These depths are consistent with the specifications of the <a href="https://esoil.io/TERNLandscapes/Public/Pages/SLGA/Resources/GlobalSoilMap_specifications_december_2015_2.pdf">GlobalSoilMap.net project</a>. The digital soil attribute maps are in raster format at a resolution of 3 arc sec (~90 x 90&nbsp;m pixels).

Detailed information about the Soil and Landscape Grid of Australia can be found at - <a href="https://esoil.io/TERNLandscapes/Public/Pages/SLGA/index.html">SLGA</a>.
<ul>
<li>Attribute Definition: pH of a 1:5 soil water solution;</li>
<li>Units: None;</li>
<li>Period (temporal coverage; approximately): 1950-2021;</li>
<li>Spatial resolution: 3 arc seconds (approx 90&nbsp;m);</li>
<li>Total number of gridded maps for this attribute: 18;</li>
<li>Number of pixels with coverage per layer: 2007M (49200 * 40800);</li>
<li>Data license : Creative Commons Attribution 4.0 (CC BY);</li>
<li>Target data standard: GlobalSoilMap specifications;</li>
<li>Format: Cloud Optimised GeoTIFF;</li></ul>

Tags: 3-dimensional soil mapping, DSM, Digital Soil Mapping, Global Soil Map, Raster, SLGA, Soil, Soil Maps, Spatial modelling, Spatial uncertainty, pH, pH (Water)
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Tumbarumba Wet Eucalypt Ancillary Images Collection

This dataset consists of images of fauna, flora, fungi or general scenery or events captured at the site on an ad-hoc basis and may provide the researcher with information regarding the species that occupy, frequent or traverse this site. 

Tumbarumba Flux site was established in 2000 and started measuring in 2001. The 1 hectare SuperSite plot was established in 2015. Preliminary images have been captured since 2000 using various sampling strategies and protocols. The overstorey is dominated by <em>Eucalyptus delegatensis</em> and <em>Eucalyptus dalrympleana</em>. For additional site information, see https://www.tern.org.au/tern-observatory/tern-ecosystem-processes/tumbarumba-wet-eucalypt-supersite/ .

Other images collected at the site include digital cover photography, phenocam time-lapse images taken from fixed under and overstorey cameras, and photopoints. 


Tumbarumba Wet Eucalypt SuperSite - Winter 2014

Tags: Eucalyptus dalrympleana, Eucalyptus delegatensis, TERN Ecosystem Processes, tumb
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Global Bat Acoustic Data Collection: United States of America

This dataset is a collection of echolocation calls recorded from the United States of America. Users should note that some audio files may contain calls from multiple species, and in certain cases, only one of the present species has been identified.

The collection includes bat call files in .zc and .wav formats, encompassing both identified and unidentified calls. Each call file contains embedded information, such as collection date, GPS location, species identification (where available), and contributor details, which is extracted and used to create searchable filter options in TERN Ecoacoustic Recordings. This enables users to efficiently search for, explore, and download call files based on specific criteria through the dashboard.

Tags: Bat Echolocation Call, Bat Reference Call Library, Microbat, Ultrasound
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Schools Weather and Air Quality (SWAQ) – Quality Controlled Urban Dataset – Sydney (NSW)

Schools Weather and Air Quality (SWAQ) is a citizen science project funded by the Department of Industry, Innovation and Science as part of its Inspiring Australia - Citizen Engagement Program. SWAQ is equipping public schools across Sydney with research-grade meteorology and air quality sensors, enabling students to collect and analyse research quality data through curriculum-aligned classroom activities. The network includes twelve automatic weather stations and seven automatic air quality stations, stretched from -33.5995° to -34.0421° latitude and from 150.6913° to 151.2708° longitude. The average spacing is 10.2 km and the average installation height is 2.5 m above ground level. Optimum site allocation was determined by undertaking a multi-criteria weighted overlay analysis to ensure data representativeness and quality. Six meteorological parameters (dry-bulb temperature, relative humidity, barometric pressure, rain, wind speed, and wind direction) and six air pollutants (SO2, NO2, CO, O3, PM2.5, and PM10) are recorded. Observations and metadata are available from September 2019 for WXT536 + AQT420 stations and from October 2019 for WXT536 stations (refer to Table 1 of the Dataset Guide), thus encompassing the Black Summer bushfire and the COVID-19 lockdown period. Data routinely undergo quality control, quality assurance and publication.

Tags: COVID lockdown, air quality, bushfire, citizen science, intra-urban heterogeneity, ourdoor air quality, pollution, urban canopy monitoring, urban climate, urban heat, urban heat island, urban pollution
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Global Bat Acoustic Data Collection: Greece

This dataset is a collection of echolocation calls recorded from Greece. Users should note that some audio files may contain calls from multiple species, and in certain cases, only one of the present species has been identified.

The collection includes bat call files in .zc and .wav formats, encompassing both identified and unidentified calls. Each call file contains embedded information, such as collection date, GPS location, species identification (where available), and contributor details, which is extracted and used to create searchable filter options in TERN Ecoacoustic Recordings. This enables users to efficiently search for, explore, and download call files based on specific criteria through the dashboard.

Tags: Bat Echolocation Call, Bat Reference Call Library, Microbat, Ultrasound
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Wombat Stringybark Eucalypt Ancillary Images Collection

This dataset consists of images of fauna, flora, fungi or general scenery or events captured at the site on an ad-hoc basis and may provide the researcher with information regarding the species that occupy, frequent or traverse this site. 

The site was established in 2010 in the Wombat State Forest in Central Victoria. The site is dry eucalypt forest with main species <em>Eucalyptus obliqua</em>, <em>Eucalyptus radiata</em> and <em>Euclayptus rubida</em>. For additional site information, see https://www.tern.org.au/tern-observatory/tern-ecosystem-processes/wombat-stringybark-eucalypt-supersite/.

Other images collected at the site include digital hemispherical photography, phenocam time-lapse images taken from fixed under and overstorey cameras and ancilliary images of fauna and flora.

Tags: Eucalyptus obliqua, TERN Ecosystem Processes, dry eucalypt forest, wsbe
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Warra Site Beetle Survey Data, Southern Forests Experimental Forest Landscape, 2010-2011

This record is on the beetle survey conducted at the Warra Site, as part of the Southern Forests Experimental Forest Landscape (SFEFL). The data set contains information on beetle sample and species identification details, the number of individual specimens sampled, the age class of individuals and any relevant comments for each observation in the data set.

Tags: Beetle Survey, Warra
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Great Western Woodlands <em>Eucalyptus</em> Sapwood Depth, Density And Water Content Data

This data contains sapwood depth, density and water content from eight trees of four eucalypt species at the Great Western Woodlands site, collected during April 2013.

Tags: Eucalyptus, GWW, Great Western Woodlands, Sapwood depth, Water content, Wood density
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Warra Tall Eucalypt <em>Eucalyptus obliqua</em> Biomass Determination Data

Destructive sampling of 47 <em>Eucalyptus obliqua</em> trees was carried out in the Warra Tall Eucalypt site to determine a range of biomass measures that can be used to inform allometric equations.

Tags: Biomass, Eucalypt obliqua, Warra Tall
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Warra Tall Eucalypt Site, Hydrology Of Small Catchments and Hydrological Effects of Forest Operations

This data set contains information on hydrology of small catchments at Warra Long-Term Ecological Research (LTER) Site also referred to as the Warra Tall Eucalypt site, Tasmania. Data on stream flow daily amounts and averages from three sites, Warra, Swanson and King Creek.

Tags: Catchments, Stream flow
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Loxton FLUXNET Release 2025_r1

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.4.21) as described by Isaac et al. (2017) for the quality control and post-processing steps.  The final, gap-filled product containing Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER) has been produced using the ONEFlux software as described in Pastorello et al (2020).  This data set has been produced as part of the FLUXNET Shuttle project.

The study was conducted in a 481 ha almond orchard located near Loxton in South Australia. The orchard was divided into 10 ha blocks (200 m by 500 m with the long
axis aligned north–south) and the flux tower was situated at 34.47035°S and 140.65512°E near the middle of the northern half of a block of trees. The topography of the site
was slightly undulating and the area around the tower had a slope of less than 1.5°.
The orchard was planted in 2000 with an inter-row spacing of 7 m and a within row spacing of 5 m. Tree height in August 2008 was 5.5 m. The study block consists of producers, Nonpareil, planted every other row, and pollinators planted as alternating rows of Carmel, Carmel and Peerless, and Carmel and Price. All varieties were planted on Nemaguard rootstock. All but 31 ha of the surrounding orchard was planted between 1999 and 2002.

Tags: AU-Lox, FLUXNET ID
Organization: Terrestrial Ecosystem Research Network's Data Discovery
TERN Calperum Mallee SuperSite Panoramic Photopoint Image Collection

High quality digital images are captured using a digital SLR camera at the plots (core 1 hectare vegetation plot, Callitris and Floodplain) at the TERN Calperum Mallee SuperSite using the panoramic photopoint method. The panoramic photopoint method may be the most informative in open forests/woodlands and rangelands. Three photopoints are established configured in an equilateral triangle (2.5m sides) with the centre marked with a star dropper and the location recorded with DGPS. At each photopoint take photographic sequences in a 360° panorama, with up to 40 photographs with a minimum 50% overlap between consecutive photographs. For more information about the method, see 
<a href="http://dx.doi.org/10.13140/2.1.4287.3607">White, el al. (2012) AusPlots Rangelands Survey Protocols Manual Version 1.2.9.</a> 

The Calperum Mallee SuperSite was established in 2011 and is located on Calperum Station with research plots located in mallee woodland (burnt in 2014), Callitris woodland and a river floodplain (recovering from extensive grazing), consisting of black box, river red gum and lignum. The core 1 ha plot is located in mallee woodland. For additional site information, see https://www.tern.org.au/tern-observatory/tern-ecosystem-processes/calperum-mallee-supersite/ .
 
Other images collected at the site include digital cover photography, phenocam time-lapse images taken from fixed under and overstorey cameras, five-photopoint images and ancillary images of fauna and flora.

Tags: Core 1 ha, SASMDD0001, SASMDD0008, SASMDD0016, TERN Ecosystem Processes, callitris, clpm, floodplain
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Boyagin Flux Data Release 2026_v1

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.4.23) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

 The flux station was established in 2017 in Wandoo Woodland, which is surrounded by broadacre farming. About 80% of the overstorey cover is <em>Eucalyptus accedens</em>. Climate information comes from the nearby Pingelly BOM AWS station 010626 (1991 to 2016) and shows mean annual precipitation is approximately 445&nbsp;mm with highest rainfall in June and July of 81&nbsp;mm each month. Maximum and minimum annual rainfall is 775 and 217&nbsp;mm, respectively. Maximum temperatures range from 31.9&nbsp;°C (in Jan) to 15.4&nbsp;°C (in July), while minimum temperatures range from 5.5&nbsp;°C (in July) to 16.0&nbsp;°C (in Feb). The Noongar people are the traditional owners at Boyagin. 

Tags: AU-Boy, dry sclerophyll woodland, eddy covariance
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Litchfield Savanna Acoustic Data Collection - A2O Project

This dataset contains audio files for Litchfield Savanna SuperSite. Litchfield Savanna SuperSite was established in 2013 in Litchfield National Park. Site selection was influenced by the history of long-term monitoring work undertaken in this area by the Darwin Centre for Bushfire Research (formerly Bushfires NT). The core 1 ha plot is dominated by <em>Eucalyptus miniata</em> and <em>Eucalyptus tetrodonta</em>. The site is representative of the dominant ecosystem type across northern Australia: frequently burnt tropical savanna in high rainfall areas. For additional site information, see <a href="https://www.tern.org.au/tern-observatory/tern-ecosystem-processes/litchfield-savanna-supersite">Litchfield Savanna SuperSite</a>


In 2020 four acoustic recorders were set up to collect audio data continuously as part of the Australian Acoustic Observatory (A2O) project. Two recorders were placed in relatively wet habitats and two in relatively dry habitats.

Tags: Acoustic recordings, lfld
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Warra Tall Eucalypt Acoustic Data Collection - A2O Project

This dataset contains audio files from Warra Tall Eucalypt SuperSite. Warra Tall Eucalypt SuperSite was established in 2012 and is located in a stand of tall, mixed-aged <em>Eucalyptus obliqua</em> forest (1.5, 125 and &gt;250 years-old) with a rainforest / wet sclerophyll understorey and a dense man-fern (<em>Dicksonia antarctica</em>) ground-layer. The site experienced a fire in January 2019, which consumed the ground layer and killed a high proportion of the understorey trees, but stimulated dense seedling regeneration. For additional site information, see <a href="https://www.tern.org.au/tern-observatory/tern-ecosystem-processes/warra-tall-eucalypt-supersite">Warra Tall Eucalypt SuperSite</a>


In 2020 four acoustic recorders were set up to collect audio data continuously as part of the Australian Acoustic Observatory (A2O) project. Two recorders were placed in relatively wet habitats and two in relatively dry habitats.

Tags: Acoustic recordings, wrra
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Multi-Criteria Analysis Shell for Spatial Decision Support (MCAS-S) Data Packages

This collection contains the data used in the Multi-Criteria Analysis Shell for Spatial Decision Support (MCAS-S) software tool. From the Data menu, explore and download individual supplementary layers, or download the entire datapack. The Multi-Criteria Analysis Shell for Spatial Decision Support (MCAS-S) is a software tool developed by the Australian Bureau of Agricultural and Resource Economics and Sciences that enables multi-criteria analysis (MCA) using spatial data. It is a powerful, easy-to-use and flexible decision-support tool that promotes:<ul>
<li> framework for assessing options </li>
<li>common metric for classifying, ranking and weighting of the data  </li>
<li>tools to compare, combine and explore spatial data  </li>
<li>live-update of alternative scenarios and trade-offs. </li>
</ul>

Organization: Terrestrial Ecosystem Research Network's Data Discovery
Alice Mulga Wood Block Decomposition Data 2018

Wood block decomposition assessment at the Alice Mulga site is part of a global program looking at the influence of microbes and invertebrates on wood decay. A common protocol was developed exposing small (~400 cm3) pieces of a wood-substrate (untreated Pinus radiata) to the environment excluding and not-excluding macroinvertebrates (e.g. termites) by the use of a plastic mesh.

Tags: Alice Mulga, Decomposition, Fungi, Termites
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Daly Uncleared Flux Data Release 2026_v1

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.4.23) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

The site is woodland savanna with an overstory co-dominated by tree species <em>Eucalyptus tetrodonta</em>, <em>Corymbia latifolia</em>, <em>Terminalia grandiflora</em>, <em>Sorghum sp.</em> and <em>Heteropogon triticeus</em>. Average canopy height measures 16.4&nbsp;m. Elevation of the site is close to 110&nbsp; m and mean annual precipitation at a nearby Bureau of Meteorology site is 1,170&nbsp;mm. Maximum temperatures range from 31.2 &nbsp;°C (in June) to 37.5&nbsp;°C (in October), while minimum temperatures range from 12.6&nbsp;°C (in July) to 23.8&nbsp;°C (in January). Maximum temperatures range seasonally by 6.3&nbsp;°C and minimum temperatures by 11.2&nbsp;°C. The instrument mast is 23&nbsp;m tall. Heat, water vapour and carbon dioxide measurements are taken using the open-path eddy flux technique. Temperature, humidity, wind speed, wind direction, rainfall, incoming and reflected shortwave radiation and net radiation are measured above the canopy.Ancillary measurements taken at the site include LAI, leaf-scale physiological properties (gas exchange, leaf isotope ratios, nitrogen and chlorophyll concentrations), vegetation optical properties and soil physical properties. Airborne based remote sensing (Lidar and hyperspectral measurements) was carried out across the site in September 2008. 

Tags: AU-DaS, Eddy Covariance, woodland savanna
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Mangrove field data, Daintree National Park, Queensland

Field measurements were made on the 5th September 2000 along a 90 m long transect for a section of mangroves located between the beach and main road just north of Cape Tribulation (Queensland).

The transect was 90 m long and 10 m wide. The start and end points for the transect were measured using a hand-held GPS. Since tree cover reduced the GPS signal at the start and end points, GPS measurements were taken near the start and end points of the transect using the GPS (where the canopy was more open), then a distance and bearing made to the end points. For trees within the transect area having a circumference at breast height (CBH) greater than 15 cm, their location, CBH and an estimate of height were measured. Only the location was recorded for trees having a CBH below 15 cm (equivalent to a diameter at breast height (DBH) &lt; 5cm). Tree height was measured <em>ad libitum</em> with a hand-held laser system. Mangrove species was also recorded when known.

Organization: Terrestrial Ecosystem Research Network's Data Discovery