🌱 land 🌡️ climate-change 🌊 marine 🔒 security
Notebooks organized by Earth observation application domains
Land Applications¶
Analysing snow cover in the Alps using Sentinel-2
Learn how to use the EOPF Zarr data to analyse snow cover dynamics in the Alps with Sentinel-2 imagery.
Learn how to use the EOPF Zarr data to analyse snow cover dynamics in the Alps with Sentinel-2 imagery.
sentinel-2stacland
View NotebookBuilding Sentinel-1 Data Cubes with xcube EOPF Data Store
Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-1 Zarr samples.
Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-1 Zarr samples.
xcubelandsentinel-1
View NotebookBuilding Sentinel-2 Data Cubes with xcube EOPF Data Store
Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-2 Zarr samples.
Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-2 Zarr samples.
xcubesentinel-2land
View NotebookBuilding Sentinel-3 Data Cubes with xcube EOPF Data Store
Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-3 Zarr samples.
Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-3 Zarr samples.
xcubelandsentinel-3
View NotebookComputing Leaf Area Index with Sentinel-2 in EOPF Zarr format
LAI with Sentinel-2
LAI with Sentinel-2
sentinel-2xarrayland
View NotebookEOPF Zarr Data Access with openEO and STAC
Learn how to use the EOPF Zarr data through STAC and openEO
Learn how to use the EOPF Zarr data through STAC and openEO
stacsentinel-2openeoland
View NotebookEOPF Zarr Data Access with openEO and STAC
Learn how to use the EOPF Zarr data through STAC and openEO
Learn how to use the EOPF Zarr data through STAC and openEO
stacsentinel-2openeoland
View NotebookExplore EOPF Zarr Sentinel-2 files using GDAL
Explore how to open, visualise and plot Sentinel-2 L1C MSI EOPF Zarr format
Explore how to open, visualise and plot Sentinel-2 L1C MSI EOPF Zarr format
sentinel-2gdalland
View NotebookIntroduction to the xarray EOPF backend
Access and explore analysis-ready and native EOPF Zarr data using xarray
Access and explore analysis-ready and native EOPF Zarr data using xarray
sentinel-2xarray-eopfland
View NotebookIntroduction to the xcube EOPF Data Store
Learn how to build analysis-ready data cubes from multiple EOPF Zarr samples.
Learn how to build analysis-ready data cubes from multiple EOPF Zarr samples.
xcubesentinel-2land
View NotebookNDVI Time-Series Analysis of Potato Fields
A step-by-step guide to extracting and analyzing temporal NDVI profiles from potato fields for crop-type studies.
A step-by-step guide to extracting and analyzing temporal NDVI profiles from potato fields for crop-type studies.
sentinel-2xarrayland
View NotebookParcel delineation using Sentinel-2
Delineating agricultural parcels based on a neural network, using Sentinel-2 input data
Delineating agricultural parcels based on a neural network, using Sentinel-2 input data
sentinel-2xarrayland
View NotebookRadar Vegetation Index
Monitor vegetation crop growth using Sentinel-1 GRD data
Monitor vegetation crop growth using Sentinel-1 GRD data
landxarraysentinel-1
View NotebookRandom Forest Based Land-Cover Mapping with Sentinel-2
Demonstrate how to perform a basic land cover mapping using random forest and the Sentinel-2 data in EOPF Zarr format
Demonstrate how to perform a basic land cover mapping using random forest and the Sentinel-2 data in EOPF Zarr format
xcubesentinel-2land
View NotebookSentinel 1 Surface Soil Moisture (SSM)
Learn how to compute surface soil moisture from Sentinel-1 data
Learn how to compute surface soil moisture from Sentinel-1 data
landxarraysentinel-1
View NotebookSentinel-1 GRD Zarr Product Exploration
Explore how to open, inspect the metadata and visualise Sentinel-1 GRD Zarr format
Explore how to open, inspect the metadata and visualise Sentinel-1 GRD Zarr format
landxarraysentinel-1
View NotebookSentinel-1 SLC Zarr Product Exploration
Explore how to open, inspect the metadata and process Sentinel-1 Single Look Complex (SLC) Zarr format
Explore how to open, inspect the metadata and process Sentinel-1 Single Look Complex (SLC) Zarr format
landxarraysentinel-1
View NotebookSentinel-2 L1C MSI Zarr Product Exploration
Explore how to open, visualise and plot Sentinel-2 L1C MSI EOPF Zarr format
Explore how to open, visualise and plot Sentinel-2 L1C MSI EOPF Zarr format
sentinel-2xarrayland
View NotebookSTAC-Based Exploration and Visualization of Sentinel-2 and Sentinel-1 Data
Learn how to access Sentinel-2 and Sentinel-1 images via the EOPF STAC Catalog using pystac-client
Learn how to access Sentinel-2 and Sentinel-1 images via the EOPF STAC Catalog using pystac-client
landstacsentinel-1
View NotebookWorking with Sentinel-2 in Julia SentinelDataSource.jl package
Direct access to analysis-ready data cubes
Direct access to analysis-ready data cubes
sentinel-2julia-eopfland
View NotebookWorking with Sentinel-3 in Julia SentinelDataSource.jl package
Direct access to analysis-ready data cubes
Direct access to analysis-ready data cubes
sentinel-2julia-eopfland
View Notebookxarray EOPF backend - Sentinel-1 Analysis Mode
Learn how to access Sentinel-1 products in analysis mode
Learn how to access Sentinel-1 products in analysis mode
landxarray-eopfsentinel-1
View Notebookxarray EOPF backend - Sentinel-1 Native Mode
Learn how to access Sentinel-1 products in native mode
Learn how to access Sentinel-1 products in native mode
landxarray-eopfsentinel-1
View Notebookxarray EOPF backend - Sentinel-2 Analysis Mode
Learn how to access Sentinel-2 products in analysis mode
Learn how to access Sentinel-2 products in analysis mode
sentinel-2xarray-eopfland
View Notebookxarray EOPF backend - Sentinel-2 Native mode
Learn how to access Sentinel-2 products in native mode
Learn how to access Sentinel-2 products in native mode
sentinel-2xarray-eopfland
View Notebookxarray EOPF backend - Sentinel-3 Analysis Mode
Learn how to access Sentinel-3 products in analysis mode
Learn how to access Sentinel-3 products in analysis mode
landxarray-eopfsentinel-3
View Notebookxarray EOPF backend - Sentinel-3 Native Mode
Learn how to access Sentinel-3 products in native mode
Learn how to access Sentinel-3 products in native mode
landxarray-eopfsentinel-3
View NotebookZarr vs SAFE Metadata
Learn how to extract Metadata from EOPF Zarr, in comparison with SAFE (Standard Archive Format for Europe) using GDAL & Xarray (Sentinel-2 L2A)
Learn how to extract Metadata from EOPF Zarr, in comparison with SAFE (Standard Archive Format for Europe) using GDAL & Xarray (Sentinel-2 L2A)
sentinel-2gdalland
View NotebookClimate Monitoring¶
Heatwave in Netherlands
Learn how to read, process and use Sentinel-3 Land Surface Temperature
Learn how to read, process and use Sentinel-3 Land Surface Temperature
climate-changexarraysentinel-3
View NotebookNDSI based snow mapping with Sentinel-2
Demonstrate how to map snow coverage using the Sentinel-2 data in EOPF Zarr format
Demonstrate how to map snow coverage using the Sentinel-2 data in EOPF Zarr format
xcubesentinel-2climate-change
View NotebookOpen Sentinel-3-OLCI-Level-1-EFR Data with GDAL and eopfzarr
gdalclimate-changesentinel-3
View NotebookRegridding Sentinel-3 SLSTR Data
Learn how to regridding Sentinel-3 SLSTR data
Learn how to regridding Sentinel-3 SLSTR data
climate-changexarraysentinel-3
View NotebookSentinel-3 Multi-Product Demo with GDAL
Comprehensive demonstration of accessing multiple Sentinel-3 product types using GDAL EOPFZARR driver
Comprehensive demonstration of accessing multiple Sentinel-3 product types using GDAL EOPFZARR driver
gdalclimate-changesentinel-3
View NotebookSurface Water Level Monitoring with Sentinel-2
Timeseries of water covered area at Santa Giustina lake, Italy
Timeseries of water covered area at Santa Giustina lake, Italy
xarraysentinel-2climate-change
View NotebookWildfire Burn Severity Assessment Using Sentinel-2 L2A Data and dNBR
A hands-on tutorial using EOPF STAC Zarr datasets, Dask and Xarray to map and quantify burnt areas for the Peneda-Gerês wildfire event (Portugal, July 2025).
A hands-on tutorial using EOPF STAC Zarr datasets, Dask and Xarray to map and quantify burnt areas for the Peneda-Gerês wildfire event (Portugal, July 2025).
sentinel-2stacclimate-change
View NotebookMarine Applications¶
OSI - Oil Spill Index
Learn how to use the Oil Spill Index (OSI) to detect oil spills using Sentine-2 data.
Learn how to use the Oil Spill Index (OSI) to detect oil spills using Sentine-2 data.
marinestacsentinel 2
View NotebookSentinel-1 L2 OCN Zarr Product Exploration
Explore how to open, visualise and use Sentinel-1 OCN products in EOPF Zarr format
Explore how to open, visualise and use Sentinel-1 OCN products in EOPF Zarr format
marinexarraysentinel-1
View NotebookTransforming workflow for oceanography study using Sentinel‑2 data, from SAFE to Zarr
Computing wave spectra with 2D FFT & coherence in the EOPF framework
Computing wave spectra with 2D FFT & coherence in the EOPF framework
marinesentinel-2xarray
View NotebookEmergency and Security Applications¶
Deforestation Monitoring using Sentinel 2 and xarray
Streamlining Cloud-Based Processing with EOPF and Xarray
Streamlining Cloud-Based Processing with EOPF and Xarray
securitysentinel-2xarray
View NotebookNDVI-based approach to study Landslide areas
Streamlining Cloud-Based Processing with EOPF and Xarray
Streamlining Cloud-Based Processing with EOPF and Xarray
securitysentinel-2xarray
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