How-to guides

A recipe book of simple code examples demonstrating how to perform common geospatial analysis tasks using DEA and open-source software.

• Extract and analyse data for multiple polygons
• Generating animated time series using xr_animation
• ARD overpass predictor
• Calculating band indices
• Extracting contour lines
• Detecting seasonality
• Downloading and streaming data using STAC metadata
• Exporting cloud-optimised GeoTIFF files
• Exporting data to NetCDF files
• Integrating external data from a CSV
• ERA5 Climate Gridded Data
• Generating composite images
• Generating geometric median composites (geomedians)
• Image segmentation
• Displaying satellite imagery on a web map
• Interpolating spatial data using xr_interpolate
• Plotting animations of land cover
• DEA Land Cover change mapping
• DEA Land Cover pixel drill
• Machine learning with the Open Data Cube
• Masking data using the Fmask cloud mask
• Opening GeoTIFF and NetCDF files with xarray
• Pansharpening Landsat using xr_pansharpen
• Combining data from DEA and Microsoft Planetary Computer
• Polygon drill
• Polygonising pixel edges
• Principal component analysis for multi-spectral data
• Rasterizing vectors & vectorizing rasters
• Reprojecting datacube and raster data
• Masking sunglint from satellite imagery
• Combining satellite data with tidal modelling
• Using load_ard to load and cloud mask Landsat and Sentinel-2
• Loading data using virtual products
• Working with time in Xarray

Citing DEA Notebooks

If you use any of the notebooks, code or tools in this repository in your work, please reference them using the following citation:

Krause, C., Dunn, B., Bishop-Taylor, R., Adams, C., Burton, C., Alger, M., Chua, S., Phillips, C., Newey, V., Kouzoubov, K., Leith, A., Ayers, D., Hicks, A., DEA Notebooks contributors 2021. Digital Earth Australia notebooks and tools repository. Geoscience Australia, Canberra. https://doi.org/10.26186/145234