🛰️ sentinel-1 🛰️ sentinel-2 🛰️ sentinel-3
Notebooks showcasing Sentinel mission data processing and analysis
Sentinel-1¶
Radar Vegetation Index
Monitor vegetation crop growth using Sentinel-1 GRD data
Monitor vegetation crop growth using Sentinel-1 GRD data
xarraysentinel-1land
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Sentinel 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
xarraysentinel-1land
View NotebookSentinel-1 GRD Geolocation with EOPFZARR Driver
Ground Control Point (GCP) based geolocation for Sentinel-1 GRD products using the EOPFZARR GDAL driver
Ground Control Point (GCP) based geolocation for Sentinel-1 GRD products using the EOPFZARR GDAL driver
gdalsentinel-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
xarraysentinel-1land
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
xarraysentinel-1marine
View NotebookSentinel-1 SLC Burst Selection with EOPFZARR GDAL Driver
Directly access individual bursts from Sentinel-1 SLC products using the BURST open option
Directly access individual bursts from Sentinel-1 SLC products using the BURST open option
gdalsentinel-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
xarraysentinel-1land
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
landsentinel-1stac
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
landsentinel-1xarray-eopf
View NotebookSentinel-2¶
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-2landstac
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.
sentinel-2xcubeland
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Computing Leaf Area Index with Sentinel-2 in EOPF Zarr format
LAI with Sentinel-2
LAI with Sentinel-2
sentinel-2xarrayland
View NotebookDeforestation Monitoring using Sentinel 2 and xarray
Streamlining Cloud-Based Processing with EOPF and Xarray
Streamlining Cloud-Based Processing with EOPF and Xarray
sentinel-2xarraysecurity
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
sentinel-2openeostacland
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
sentinel-2openeostacland
View NotebookEOPF zarr Performance Comparison - direct read
Compare the performance of the Sentinel EOPF zarr format to the SAFE format reading the files directly.
Compare the performance of the Sentinel EOPF zarr format to the SAFE format reading the files directly.
sentinel-2performance
View NotebookEOPF zarr Performance Comparison - xcube
Compare the performance of the Sentinel EOPF zarr format to the SAFE format using the xcube readers.
Compare the performance of the Sentinel EOPF zarr format to the SAFE format using the xcube readers.
sentinel-2xcubeperformance
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 NotebookIntoduction 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-2landxarray-eopf
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.
sentinel-2xcubeland
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
sentinel-2xcubeclimate-change
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 NotebookNDVI-based approach to study Landslide areas
Streamlining Cloud-Based Processing with EOPF and Xarray
Streamlining Cloud-Based Processing with EOPF and Xarray
sentinel-2xarraysecurity
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
xarraylandsentinel-2
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
sentinel-2xcubeland
View NotebookSentinel-2 L1C Data Access
Demonstrate how to access Sentinel-2 L1C data in EOPF Zarr format
Demonstrate how to access Sentinel-2 L1C data in EOPF Zarr format
sentinel-2basic
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 NotebookSentinel-2 L2A Data Access
Demonstrate how to access Sentinel-2 L2A data in EOPF Zarr format
Demonstrate how to access Sentinel-2 L2A data in EOPF Zarr format
sentinel-2basic
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
sentinel-2xarrayclimate-change
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
xarraysentinel-2marine
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
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Working with Sentinel-2 in Julia SentinelDataSource.jl package
Direct access to analysis-ready data cubes
Direct access to analysis-ready data cubes
sentinel-2landjulia-eopf
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-2landjulia-eopf
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-2landxarray-eopf
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-2landxarray-eopf
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 NotebookSentinel-3¶
Building 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.
landxcubesentinel-3
View NotebookHeatwave 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
xarraysentinel-3climate-change
View NotebookOpen Sentinel-3-OLCI-Level-1-EFR Data with GDAL and eopfzarr
gdalsentinel-3climate-change
View NotebookRegridding Sentinel-3 SLSTR Data
Learn how to regridding Sentinel-3 SLSTR data
Learn how to regridding Sentinel-3 SLSTR data
xarraysentinel-3climate-change
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
gdalsentinel-3climate-change
View NotebookSentinel-3 OLCI L1 EFR Data Access
Demonstrate how to access Sentinel-3 OLCI L1 EFR data in EOPF Zarr format
Demonstrate how to access Sentinel-3 OLCI L1 EFR data in EOPF Zarr format
sentinel-3basic
View NotebookSentinel-3 OLCI L2 LFR Data Access
Demonstrate how to access Sentinel-3 OLCI L2 LFR data in EOPF Zarr format
Demonstrate how to access Sentinel-3 OLCI L2 LFR data in EOPF Zarr format
sentinel-3basic
View NotebookSentinel-3 SLSTR L2 LST Data Access
Demonstrate how to access Sentinel-3 SLSTR L2 LST data in EOPF Zarr format
Demonstrate how to access Sentinel-3 SLSTR L2 LST data in EOPF Zarr format
sentinel-3basic
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
landsentinel-3xarray-eopf
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
landsentinel-3xarray-eopf
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