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Tools & Libraries

ESA

📊 xarray 🔌 xarray-eopf 🏷️ xcube 🗺️ gdal

Notebooks demonstrating different software tools and libraries

Xarray

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Accessing Zarr Data
Explore how to access Data in Zarr format.
sentinel-2landxarray
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Computing Leaf Area Index with Sentinel-2 in EOPF Zarr format
LAI with Sentinel-2
sentinel-2landxarray
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Deforestation Monitoring using Sentinel 2 and xarray
Streamlining Cloud-Based Processing with EOPF and Xarray
securitysentinel-2xarray
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Heatwave in Netherlands
Learn how to read, process and use Sentinel-3 Land Surface Temperature
sentinel-3climate-changexarray
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NDVI 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.
sentinel-2landxarray
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NDVI-based approach to study Landslide areas
Streamlining Cloud-Based Processing with EOPF and Xarray
securitysentinel-2xarray
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Parcel delineation using Sentinel-2
Delineating agricultural parcels based on a neural network, using Sentinel-2 input data
sentinel-2landxarray
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Radar Vegetation Index
Monitor vegetation crop growth using Sentinel-1 GRD data
landsentinel-1xarray
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Regridding Sentinel-3 SLSTR Data
Learn how to regridding Sentinel-3 SLSTR data
sentinel-3climate-changexarray
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Sentinel 1 Surface Soil Moisture (SSM)
Learn how to compute surface soil moisture from Sentinel-1 data
landsentinel-1xarray
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Sentinel-1 GRD Zarr Product Exploration
Explore how to open, inspect the metadata and visualise Sentinel-1 GRD Zarr format
landsentinel-1xarray
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Sentinel-1 L2 OCN Zarr Product Exploration
Explore how to open, visualise and use Sentinel-1 OCN products in EOPF Zarr format
marinesentinel-1xarray
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Sentinel-1 SLC Zarr Product Exploration
Explore how to open, inspect the metadata and process Sentinel-1 Single Look Complex (SLC) Zarr format
landsentinel-1xarray
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Sentinel-2 Crop-Type Classification
sentinel-2landxarray
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Sentinel-2 L1C MSI Zarr Product Exploration
Explore how to open, visualise and plot Sentinel-2 L1C MSI EOPF Zarr format
sentinel-2landxarray
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Surface Water Level Monitoring with Sentinel-2
Timeseries of water covered area at Santa Giustina lake, Italy
sentinel-2climate-changexarray
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Transforming workflow for oceanography study using Sentinel‑2 data, from SAFE to Zarr
Computing wave spectra with 2D FFT & coherence in the EOPF framework
marinesentinel-2xarray
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xarray-eopf plugin

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Introduction to the xarray EOPF backend
Access and explore analysis-ready and native EOPF Zarr data using xarray
xarray-eopfsentinel-2land
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xarray EOPF backend - Sentinel-1 Analysis Mode
Learn how to access Sentinel-1 products in analysis mode
xarray-eopflandsentinel-1
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xarray EOPF backend - Sentinel-1 Native Mode
Learn how to access Sentinel-1 products in native mode
xarray-eopflandsentinel-1
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xarray EOPF backend - Sentinel-2 Analysis Mode
Learn how to access Sentinel-2 products in analysis mode
xarray-eopfsentinel-2land
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xarray EOPF backend - Sentinel-2 Native mode
Learn how to access Sentinel-2 products in native mode
xarray-eopfsentinel-2land
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xarray EOPF backend - Sentinel-3 Analysis Mode
Learn how to access Sentinel-3 products in analysis mode
xarray-eopflandsentinel-3
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xarray EOPF backend - Sentinel-3 Native Mode
Learn how to access Sentinel-3 products in native mode
xarray-eopflandsentinel-3
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xcube-eopf plugin

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Building Sentinel-1 Data Cubes with xcube EOPF Data Store
Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-1 Zarr samples.
xcubelandsentinel-1
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Building Sentinel-2 Data Cubes with xcube EOPF Data Store
Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-2 Zarr samples.
xcubesentinel-2land
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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.
xcubelandsentinel-3
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EOPF zarr Performance Comparison - xcube
Compare the performance of the Sentinel EOPF zarr format to the SAFE format using the xcube readers.
xcubesentinel-2performance
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Introduction to the xcube EOPF Data Store
Learn how to build analysis-ready data cubes from multiple EOPF Zarr samples.
xcubesentinel-2land
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NDSI based snow mapping with Sentinel-2
Demonstrate how to map snow coverage using the Sentinel-2 data in EOPF Zarr format
xcubesentinel-2climate-change
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Random 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
xcubesentinel-2land
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GDAL

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Explore EOPF Zarr Sentinel-2 files using GDAL
Explore how to open, visualise and plot Sentinel-2 L1C MSI EOPF Zarr format
sentinel-2landgdal
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Open Sentinel-3-OLCI-Level-1-EFR Data with GDAL and eopfzarr
sentinel-3climate-changegdal
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Sentinel-1 GRD Geolocation with EOPFZARR Driver
Ground Control Point (GCP) based geolocation for Sentinel-1 GRD products using the EOPFZARR GDAL driver
sentinel-1gdal
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Sentinel-1 SLC Burst GCP Geolocation with EOPFZARR Driver
Ground Control Point (GCP) based geolocation for Sentinel-1 SLC burst subdatasets using the EOPFZARR GDAL driver
slcsentinel-1gdal
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Sentinel-1 SLC Burst Selection with EOPFZARR GDAL Driver
Directly access individual bursts from Sentinel-1 SLC products using the BURST open option
sentinel-1gdal
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Sentinel-3 Multi-Product Demo with GDAL
Comprehensive demonstration of accessing multiple Sentinel-3 product types using GDAL EOPFZARR driver
sentinel-3climate-changegdal
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Zarr 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)
sentinel-2landgdal
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STAC

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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.
stacsentinel-2land
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EOPF Zarr Data Access with openEO and STAC
Learn how to use the EOPF Zarr data through STAC and openEO
stacsentinel-2landopeneo
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EOPF Zarr Data Access with openEO and STAC
Learn how to use the EOPF Zarr data through STAC and openEO
stacsentinel-2landopeneo
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OSI - Oil Spill Index
Learn how to use the Oil Spill Index (OSI) to detect oil spills using Sentine-2 data.
stacmarinesentinel 2
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STAC-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
staclandsentinel-1
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Wildfire 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).
stacsentinel-2climate-change
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